{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from DistantSpeech.beamformer.utils import load_audio\n",
    "from scipy.signal import convolve as conv\n",
    "from matplotlib import pyplot as plt\n",
    "from tqdm import tqdm\n",
    "import numpy as np\n",
    "from DistantSpeech.adaptivefilter.BaseFilter import BaseFilter, awgn\n",
    "from DistantSpeech.adaptivefilter import FastFreqLms, SubbandLMS\n",
    "from DistantSpeech.beamformer.utils import load_audio as audioread\n",
    "from DistantSpeech.beamformer.utils import save_audio as audiowrite\n",
    "from DistantSpeech.transform.transform import Transform\n",
    "from DistantSpeech.transform.subband import Subband\n",
    "from DistantSpeech.beamformer.utils import pt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(336567,)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# load source single and rir\n",
    "src = load_audio('/home/wangwei/work/DistantSpeech/samples/audio_samples/cleanspeech_aishell3.wav')\n",
    "# src = np.random.rand(len(src))-0.5# * np.sqrt(npower)\n",
    "print(src.shape)\n",
    "rir = load_audio('/home/wangwei/work/DistantSpeech/DistantSpeech/adaptivefilter/rir.wav')\n",
    "rir = rir[200:]\n",
    "\n",
    "filter_len = 256\n",
    "\n",
    "rir = rir[:filter_len, np.newaxis]\n",
    "plt.figure()\n",
    "plt.plot(rir)\n",
    "plt.title('impulse response')\n",
    "plt.show()\n",
    "\n",
    "# src = awgn(src, 30)\n",
    "\n",
    "SNR = 20\n",
    "data_clean = conv(src, rir[:, 0])\n",
    "data = data_clean[:len(src)]\n",
    "data = awgn(data, SNR)\n",
    "pt(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(336567,)\n",
      "(336567,)\n",
      "Loading analysis prototype from '/home/wangwei/work/DistantSpeech/DistantSpeech/transform/prototype.ny/h-M512-m2-r1.pickle'\n",
      "Loading synthesis prototype from '/home/wangwei/work/DistantSpeech/DistantSpeech/transform/prototype.ny/g-M512-m2-r1.pickle'\n",
      "self.h:(1024,)\n",
      "self.g:(1024,)\n",
      "Loading analysis prototype from '/home/wangwei/work/DistantSpeech/DistantSpeech/transform/prototype.ny/h-M512-m2-r1.pickle'\n",
      "Loading synthesis prototype from '/home/wangwei/work/DistantSpeech/DistantSpeech/transform/prototype.ny/g-M512-m2-r1.pickle'\n",
      "self.h:(1024,)\n",
      "self.g:(1024,)\n",
      "Loading analysis prototype from '/home/wangwei/work/DistantSpeech/DistantSpeech/transform/prototype.ny/h-M512-m2-r1.pickle'\n",
      "Loading synthesis prototype from '/home/wangwei/work/DistantSpeech/DistantSpeech/transform/prototype.ny/g-M512-m2-r1.pickle'\n",
      "self.h:(1024,)\n",
      "self.g:(1024,)\n",
      "Loading analysis prototype from '/home/wangwei/work/DistantSpeech/DistantSpeech/transform/prototype.ny/h-M512-m2-r1.pickle'\n",
      "Loading synthesis prototype from '/home/wangwei/work/DistantSpeech/DistantSpeech/transform/prototype.ny/g-M512-m2-r1.pickle'\n",
      "self.h:(1024,)\n",
      "self.g:(1024,)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 336311/336311 [00:09<00:00, 33677.12it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "\n",
    "\n",
    "print(src.shape)\n",
    "print(data.shape)\n",
    "# audiowrite('src.wav', src)\n",
    "# audiowrite('data.wav', data)\n",
    "\n",
    "# array_data = audioread(\"/home/wangwei/work/DistantSpeech/example/mix.wav\")\n",
    "# src = array_data[:, 0]\n",
    "# data = array_data[:, 1]\n",
    "\n",
    "w = np.zeros((filter_len, 1))\n",
    "\n",
    "transform_x = Transform(n_fft=512, hop_length=256)\n",
    "transform_d = Transform(n_fft=512, hop_length=256)\n",
    "\n",
    "StftLMS = SubbandLMS(filter_len=2, num_bands=512, mu=1e-1) # use stft subband\n",
    "\n",
    "subband_lms = SubbandLMS(filter_len=2, num_bands=512, mu=1e-1) # use nyq subband\n",
    "\n",
    "flms = FastFreqLms(filter_len=filter_len, mu=0.1)\n",
    "\n",
    "valid_len = len(src)-flms.filter_len  # discard last frame\n",
    "\n",
    "est_err_flms = np.zeros(valid_len)\n",
    "est_err_stftlms = np.zeros(valid_len)\n",
    "\n",
    "output_flms = np.zeros(data.shape)\n",
    "output_stftlms = np.zeros(data.shape)\n",
    "output_subbandlms = np.zeros(data.shape)\n",
    "\n",
    "for n in tqdm(range((valid_len))):\n",
    "    if np.mod(n, flms.filter_len) == 0:\n",
    "        input_vector = src[n: n +  flms.filter_len]\n",
    "        d_vector = data[n : n + flms.filter_len]\n",
    "\n",
    "        err, w_flms = flms.update(input_vector, d_vector)\n",
    "        output_flms[n : n + flms.filter_len] = err[:, 0]\n",
    "\n",
    "        stft_err_fd, W_stftlms = StftLMS.update(transform_x.analysis(input_vector), transform_d.analysis(d_vector))\n",
    "        w_stftlms = np.flip(np.fft.irfft(W_stftlms[:, 0]))\n",
    "        stft_err_td = transform_d.synthesis(stft_err_fd)\n",
    "        output_stftlms[n : n + flms.filter_len] = stft_err_td\n",
    "\n",
    "        subband_err_td, W_subbandlms = subband_lms.update(input_vector, d_vector)\n",
    "        output_subbandlms[n : n + flms.filter_len] = subband_err_td\n",
    "\n",
    "    est_err_flms[n] = np.sum(np.abs(rir - w_flms[:len(rir)])**2)\n",
    "    est_err_stftlms[n] = np.sum(np.abs(np.abs(rir[1:, 0] - w_stftlms[:len(rir[:, 0])-1]))**2)\n",
    "    \n",
    "\n",
    "plt.figure(figsize=(14,8))\n",
    "plt.plot(10 * np.log(est_err_flms / np.sum(np.abs(rir[:, 0])**2)) + 1e-6)\n",
    "plt.plot(10 * np.log(est_err_stftlms / np.sum(np.abs(rir[:, 0])**2)) + 1e-6)\n",
    "plt.legend(['flms', 'subband'], loc='upper right')\n",
    "plt.xlabel(\"steps\")\n",
    "plt.ylabel(\"$\\||\\hat{w}-w\\||_2$\")\n",
    "plt.title('weight estimation error vs step')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,8))\n",
    "plt.plot(data)\n",
    "plt.plot(output_flms)\n",
    "plt.plot(output_stftlms)\n",
    "plt.plot(output_subbandlms)\n",
    "\n",
    "# plt.ylim([-0.05,0.05])\n",
    "plt.legend(['src','flms', 'stft', 'subband'], loc='upper right')\n",
    "plt.show()\n",
    "audiowrite('flms.wav', output_flms)\n",
    "audiowrite('subbandlms.wav', output_subbandlms)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(512,)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(50, 1)\n",
      "0.0013265907860350817\n",
      "0.0037048376363264866\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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nwfqbf321EFv2uZsRc/6GvZYeZySA2LbffzMq0hFHJSkWAykKDCOZkYJC8GgeeNGf54LCIt+sAdxz6BiyR4zGzyu2q24KAXh6/Arc9eUC1c1wXLyvQ0Ghu9+RHxe6tz7m9akl105GbN57BLsPMemMH434eqHqJpDLGEgFgF8usNz2y8qdqpvgGsZNAWLh+9rsvrE4+d4xLjTGeYs37wMAvP3LWsUtIT+akWPsOP65x1P5zJ5njxUUYcXWA7Zec/PeI9h7+BhOHTkZXR71fxmEIFypRAfrRj4Sn81x53PK6z59MJAKADvrioJk9+H06bHjQdS/FmzcV+I2I3szqMuovpi7AdkjRuPgUeNp4Sm4RhvMiub1IfBDkxnnHv1xKQY9P61EKQszTh05GaeOnGz58eS8f2kywvS5SwEamcdAKgCOMosMxi/ZipFjl6tuBrkoL78Q+YX8rAdNZErT1n15ilviLU7P9Rez61knLw9Nbd13xF4JEiYk0leRwg7NzWl2vNQZA6kAMPNdnrVmlwOvZ+3gkZdfiP7PTsWvqxNP3TiQF79XOlUF8b9+OM9Sm3SVqnBhOhRvjNXqgXG44NUZqpvhmXQZdDwUHoliWmEKkk17TyS+SJOvctp59ecc1U0gDTCQCoA/vTPL8LbvzrC/bmHZFmvzvnN3HULO9oN4eFTJmjkRbyRYcHsozab9PD1+RdL7N+5xNzuVrhZvCmiR2jhXWtt9VBftyLFC7LG4GD6SrezzOeudbBKRow4m6OSj9PXKlMQJQih9MJBKM+OX2C8Aa6dobirsuVMvv7AI2SNG46VJq1Q3hXyi48M/obPNxfAFQV0ERoEwO3e35cfeHcCsiVakyyi7J/hmaoOBFJn2pYvZktbuOOTac/uZl8spItMo35i2xrsXJV87Fl67tj/P3nqQdMIlUs7T8T3N3XkYc5kQiiiwGEiRaXsOuXexdCDNpvARAelVAy0RHS+Ciex6ahyTIBEFGQMpMs3qRd+E8LRCK1MDCzmMXQyvOYMl3+VCon7AhIwUROt3W09/HjQLN+5V3QQl0jE5VDphIEWeeWbCSgChIoNmTVy63enmUAqsVeWdCUvtr130u09nM9kEUZD5KYGOk/4ZtUbObjp8J+09fAzZI0bjw99yVTfF1xwJpIQQg4UQK4QQOUKIEXHuLyOE+Dx8/ywhRHbUffeEb18hhBgUdfu7QojtQojFTrSR/M3tEanXfl6NtxxeE7Tz4FGs3nHQ0ef0QqT37BDrlxARETlmv0OBVOSKKHfnISzeVLLIuxGb94ZqUX08i51YdmTafQIhRAaAVwAMALARwBwhxCgpZXSO6+sA7JFSNhNCDAfwFIDLhBBtAAwH0BZAfQAThRAtpJSFAP4H4GUAH9htI+lFx4GOyDz2G05r6thz9nlqMvLyi5A7cqjt5xIeTuZ7+IfE6enJGxwNDD5Oz6V566xnAqT09s70tXhp8ok6Vk5cZ5A1ToxIdQeQI6VcI6U8BuAzAMNithkG4P3wz18BOEuEyroPA/CZlPKolHItgJzw80FKOQ0AjzIeWL/rMFZsNV4bKnY9xw6Tw/XpkuY4L5+LPsiarftZtZ4o6J4NT3en9OFUUp3DDswYcbOUTTpxIpBqACA6H/bG8G1xt5FSFgDYB6CGwcdSFDd6qk97egoGPT8t4et9PGtdsYK4k5cXX6/0iUPDwoUBDbCOFRThILMRkgNytlsrhk36+WreRmSPGK26GYEimPqRXPT8RH8Hvvd8swjTV+08/vtjP4Zmnyw30ZFOJfk+2YQQ4kYhxFwhxNwdO3aobo7rNuw2nqhh9MIttl9vRs4u3PftYjySZLrXcw4dXCL1i4LmvJeno91D4519Uo+uFwqYSk0rew7rs1AZABZv2lesk4WMW7DR2rqGoDqQl49jBel1vJmRs0t1E8iE5yf6u0j9p7PX40/vzMLWfaEZD5H/kz1OBFKbADSK+r1h+La42wghMgFUAbDL4GOTklK+KaXsJqXsVqtWLZNN958iEyNSt37yu+3XO3wsdJG069AxW8+Tb/OCfI/N11fJz709I8eyBgrFd+RYIc55aTpu/tj+cYao/X9+wsWv/6q6GUSu0mHUdMlmduI4yYlAag6A5kKIJkKI0ggljxgVs80oAFeHf74YwGQZmqM2CsDwcFa/JgCaA5jtQJtIMzd9OC/lNslCxGRzyY86OM/3w5nrHHsulSIBsFl/rN9T7Pe3p691ojkUQPlFoc6RP9btSbEluenZn1ag7YPjVDfDEQvTaJQu3UbfSB/XvT8XABDQ1RSesx1Ihdc83QZgPIBlAL6QUi4RQjwihDgvvNk7AGoIIXIA3AlgRPixSwB8AWApgHEAbg1n7IMQ4lMAvwFoKYTYKIS4zm5bKTk3M4VNWu5eHajWDzh3EeF0CnTHiKS/lvDY6GWWXuaCV9kjrINEWRqjv6JPjl3m+WL11TsOosujE7Bln/lacOSOFyfnsFSBD333h6nJNxQQbo1HLbLQCcGkRs5wZI2UlHKMlLKFlPJkKeXj4dselFKOCv+cJ6W8RErZTErZXUq5Juqxj4cf11JKOTbq9sullPWklFlSyoZSynecaKvfLXCxMrjZ7HtGSCldL0Dnl16VNR7WlHIqAQjp642pa/DiJG/n7H88cz12HzqWdP1l5Ps4PWdnwm3IPLvTo0kvVmojchSLErn549Szfsgdvk82kW6WbN7v6PMVRUUhbsQjH81aj44P/2Ro2w27Dye8z6tpxW5mDpy60ttkKLvD68oKiyS+nrcxsFkRg2Txpn3HCyLrLnIdeCQmSUxQk8ao9m6KabZmSliQ/uLNEHlz2moFLSlu7+FjGPjcVORs91+xeTuSXZ+YocESKXIYA6k05+aUO8DcyMjZL/yS8D6v6pNu2uvMlKV4J8FXf3buJGikRtX1788BAHz4Wy7u+nIBPpmdfF/sPezfhB5+kWr67DkvTcc/v1zgi5Ptr+ERp9i6cKwl7I6dB5PPGNifV3Lkn50nwbI/T32GzMnLt2PltoN4ZUpO6o0D5LfVemdYPGJzeu/iTemzPtFpDKR8xunrq+ipAntdSK18xGLSA6c4mYjCjNiixYCzUyePGZjms2FPKCiMjEztPpg8ULo+vAA1SLJHjEb2iNG2TzJO+X39XkPbzVwT/6Tt5jpGIzbsOdEreyBB2vNvfvfHiFoQ7EtxzP7XVws9aokevOx/eGPqaldHX9khoZfv5juzpi3R+le77GZWPuel6Q61JP0wkKLj7K5pmLRsW4lF6KoXM1qZU16kYS+uFxcIqwI8VeNAnN56FX5eYWwEONE0LdWfzAlLtwEANu/NS9iY9Q5NgaHUoo+v8Y4RXzOodc2TY5ejlYOJjmKp/q47obBIJuwU8huuUaREGEiRY657fy6GvTyj2G1GpqDppum9Y2wnhigo0u/vlilOzW4nBSHgpcnBmA6T6LNSGGckNpnPUkw3peT2mJyOu3nvEeWjmmTMsi3OrodW4eXJORj+5sy40+IO+qyQ95xcb8s8LN/q//2fLhhI+YzTowa7TZ6IZ6QYtdruQuY/Fewm9fhllfqMZccKikLrKvyw4IaK2ZsgUNH9GnjC0m2m2jjim0XuNSYNvBlVriHV1/yP9Xtw6sjJ+GzOBpdbpY6fDnWbU6zHPaDBeqh4zHy/c8IdktsPlJyZkp+mGQgTfUaPHCtEu4fGY+LSbfhx4WYMfv4XjF2UODsq6YOBlM9Mdjg5RGHUcPU0A1nlrnx7lqOv7zZVVcR1uODddyQf3R6bePx3Tk3Q2xdzT1zgHvLB+qPYJBOJbiNvbNyT/ML8i7mhz85cj3vWKb5DR5Ovr9I9KNS8eb6zbvchHDxagKfHr8DK8NTuldvcm27PkWnnMJAKCKvD5NEXPl6n5yZvRC7KX5myOmUKZT+wUgzWD6eM6MQA38/fHHeb1R7WIktGCOCtXzQtXh1QqTqF3piafH98ymmUWkk11Zr8wWxCq0TfYq+ncq7ecajEbfFGDik1BlIBMfDZqZYe99joZQ63hELsnyS3O5So43BUxrpHflzqyHOq9PFM8xeETIDgrNydh7B2Z8kTsQz/Z8RhxRk9gyC6V1n3EQyyj7tYjWQJqLbvd2Y5wz8+X1DiNjeD7XjHi+6PT3Lt9YKMgVRAbN5X/KKbRTH9L3q0MFlvtJQyaWr1cYtTz7NONV/f74a/ObPY71/M3aB9XRCdzV0Xf3rY1/M2Gp6Osv8IAym7TOb2ABDsgMut1NK6u/mjebjotV9VNyOwfrGZ0bgYIx/RIH9JA4iBVEAxkAqZvVbNxbKX04/v/XYxTnl8YsKCensM1AdLtb7C72ILk/7rq4W4/K2ZCbZ21oG8fMzN3e3Ic+leYNVonax049Z+M7KuNZ2kKlrsJ2Yupccu3op5CTo3nKb3Ecgdd34+37Hn0uUYzjXTzmEgFVBcRxhyMMWCXre84+FapMjahxHfpFfxTb+4+aPfcfHrvzmyRmXBxlCwHL0m8qclW20/L7lr6kpnkwRRfGN8lOXsvRm5Se/X/hSeRoMmRxzsmF4TZ22SCjd+ME91EwKDgRSlPTdG7xJNfbKq0EBdqsWbWHdCR5FC1/c4mOo7usDwjR/yhKi7Aitz8NKIUxnEZnC6rlaCkhlOVTZSN98+rht2DgOpgPLD4UtKifd/zXV10bmRTrMjx0oGUsc0q3Hx6ezg1n5xC0dqKEiklChwYDrOV/M2mnqeHQeOInvEaLw3w71R9t/XO9PxtCTB9OagOJZiv+kauKgqQ+KUZNcDqfaJWUKk1WBfIDCQIkdYmZs+adl2PDRqCZ4YYz1zYKrRJKvHb93mD8cL9gB9T5w6WLntgOomuCaou33KCk6BS+StX9ai2X1jHXkuMxd/kbTMD//gXsbPo5p1XFk1bvEWZI8YjY177Pf2xzt17Tl0rMRt0YmG3v811/brpsJzTnFnPWMuYzKDpOBhIEWO2Hu45AE+lcPhIGivgWQIiRT5+KBupiZQojSoy7cGN1hwWvaI0Ri9cIsjvfqqPRqANPbx7HAolXCQJerkcetQ+PzEle48sQtUD3x8NW8TAGDpZu+mWUd3JkaKLnshXTMkui36e+zfq5v0wkAqoKz2Gu0KUNYjo1SdfJ1YNzFp2TYHWpI+bv3kd8d69VUau9gf0xZ/W70LPy6MX1w43vfOSEHIRRv3BT5dfzKJSh24lal1f55/0tSrvrifaPN4PHrhiWQZ01aVzMgYb4rcC5NWHf95qcdFXckCAx/R47vZxx3F6YSBVEBFZ/Uy44JXva9F4eahwuqJ9YPf1mk1cpHoeBqvOrkVuk1ltGvKiu34v59S96TPWsPF6W66/K2ZuO2TPwxvb2QtxbkvT8epIyfbaZbnnMz6lciaOAWS043T61WMiHeesLqQ/61f1hz/eeeBkrM84nWQfjXPu1Eosi9ZzUcA2J+XX+K6ZZ+NWTvkPgZSAfWrxexFyU4Afzi0IDjCib5Dt3ogl27Zj7ctpjBPVgU92m+rHSzyZ1OqVLyqmR1hvea9OYa281NvezpItZ+nRtVN2rY/zzf18o7me3+BH289TYSfOrp1qbuTyP/irEt6bLT1db8RqqcppmJ3rdSyNB09+/tn85PeHy9D4EGDCbk2pfFIvUoMpMgwFaNVdtk5GW3bn3qaUTz5BlKVA8BCBzJMzV7rTKFXNzMnOsHpdPKknpXMmFe/O/v4zz2emIRbPv7dySYFyn3fOZduP2LfEXd6xpN1iH08a50rr+mU7+fHn7pqRfT5ymqcEm/0ot/TU3DWMz9be8IYOw+GAvRv/thk6nGx66hX7ziIoiKJQxZnzwRV9IiV2Y/Ab0z/rwQDKXLcqU9OcuV5rUw/MxJHJTqJR/d+m7Fwo7EA6ZvfjZ+IEo0wpksPVKKsheRfPy60Xzx18nJ/ZPlLlCzGTYccKkYefXTcoKD2zArNE+os2rTPsfTt0TIzrPUC/rioeGB34aszsG7XYcemgVvJ0AsAB+KM/je9dwzaPjS+WF08nVj9W+2KBNRByWYZdAykyHGb95kcyTF4jREvtaub0x/W7DhkaerQMz+tcKE1FPHylJyk95sJuDWfPRNo8UZBnZpyVlQkMSfXmdFav7LaEZTMsxOMZfA7+4VfMOzl6Y685vwNe01tv8pA2YOr3p2Np8cvt9iikqxkrY0n+nhUu1LZEvcb+Xrc9+1irA2vl/s1Zyd+X7/XkbZZkayzJPpv0XGK9ffzN6HbYxNdCZJTWbcr1GHx5rQ1OHKsEAtMfgfsOFrATkuzGEiRMt/PD43IGM10ZCWosXtdZiW9up107jrar0FvoZksdbqvqfArp0cFX5pcMiB2as+9PX0NLnn9N0xzIZiwwstscmMXbXHt4s/oCOCyLfuxwODIPAAcyU98Ib3EZCrxAc9NK3Hbl3M34LfVu5BfWIT8wiJMW7kDr0xZbep5/eRgODC54u1ZilsSkurTv3q78VIgXomsZVqsoMjz17+fSCBy8GiBpyNjbk3fDbJM1Q0gvblZp2nZllDPodHhayvXx6Pmb8aQ9vUS3j9+yVb89cN5Ce9XnU7XK8l2844DR1G5bJZ3jYlj/BJ/pPsOsgKDa//sWLLZmYuWnPCF2ZZ96TH1NeLQ0QLcbGDd2Nqdh9CuQRUPWmTMf8e5O4p/91cLj/9cJlPf/uPorJXxpoPqcDZyaj1t9Dln7ro9OK1FLUee12kfzVS/Rs/oZZgOn490pO8RhbTw3IRQjYp1u8zNr3ajV+OdOFn0tqco4JlqNOWLORuS3q975iQr/Jbq/N3pa7E7SQaydKMqqPRinG/8kmDWRfNqjZTR2nTfmkwU4LZ462fc4sa6E6f6G1OdbuJldPPap7OTnzONis76p/NpduU2/UbLXKX+I+Y7DKQCyqkD+4rwfPPtKWofxOr48E/ONCBKvOAsZ4e7C5GtvI/LHVoc7dZC03hT35Jd6KlOMf3Ij0tde24/BsrJRlAp5KelegVkTk6L9Poz68Xr+fF76Ibo9+H5iatK3P/zCj2mqiby+/o9yB4xGnPTfH2iWbd/mrzWntXvh+7ZeIOCgRS5xm6dCS9MSjHnP7KOS4Uz/u9nz14rL0mdm1Sjdjr5ZNZ6tHpgnOpmBJLXX+cDefnYuMdaljjd1in+5wfnOgP2HcnHGf/3M5bGWTvkRuHftOuRVyjVVHI3p9o74ZeVodqI01buSJm0QO+/xFujFjiTQj/2Pc03OEKd7DkoNQZSZIiVqXqfzF7vQkuKO1bg7td+t0PZmGJtNZvZ0GXJMmO9/5v6OeJG3fut87Vz/MAPnRZmDXnxF/R5aorqZmhnRs4urN15CLd9WnItVE+DpSeMflx+8mga6cY9qdeybd57xLHseGaNW2w/Vb8TDtsc2TSaddGq6JkNZpI0cEQyORUJL8g4BlIB8k0400tefqEWF5TvxlnTlIjVC8H3Zhh/jVhfzk090rLH4bU5kZooA56d6ujzppsHvlusuglaWbzJXGYzS2zEamaSPkR6sjfsNp8oYs+hY6aOO3522EadqO0HUnfk7D18DDdqMo20qEji1JGT0emRCUpe/4cFyQMpx5YuuRxQvDip5HRBJ0Xeh417jiB3Z/HR5NhgibGTcV/M3Zh6o7CCwiI8P3GltrW5goiBVIDc+cUCAParWzuV7tpMAUCrU3EOpZgDnKina8XWA8UyOSUyI8fZSuGRC5gDJqq5L9/q7EXycxNXKis06JQPHcqk5HRPaGGRVLKmrFDzEaktJkZgE41CfWZghLvzoxNcXVOnk637rY9qGymGbGVaEABXat7YSUaRLLnO6h3BnLaoogA0ACwJj5x888emEi0wu86arBm9aAuen7gqlAnTwsdA81OJlhhIUQk7fHTASzWnPNH9B00EMqrNXuvswt03pq7B9e/PdfQ5dbBPg3Uxd3w+P7BrtOxcnBUUSrz282ocM5BAJdHxZ8Q3iUfZjxYU4sYPgveZjue/45wrJJvI9gN56G9x1Nyt6dBWJbsw/GSWM9PP1++2tpYv1koDxYSNOFpQZLqQsROSreF6/efEdbt48e6MFyatPD4N0Op6SVVBuJ8xkCItLNi4V3UT4nL6kKLLInizJ1k/ZP+59I3fTD/G6TphP4QXDavOdOgGOxc7l77xG54atxxvT1/jXIOizF67O26mvnEmCjn7hVPZPJMFtd/9sSnlutj8wiJkjxiND3/LdaQ9bkl2YbjfoTIdj/64FFMMFitOxqnzwyWv/4bzX5nhyHMZdbSgEFMSZBUUouRMl+i9ki7Tcd22YfcRvPWLvfeSQa15DKQCKFWPwoYUvWcqvkhmpv4AwLBXZuDP79ip2m7sj1y2xdlpdX9LkeY0nnW7nOnttEOXADDad39swqqoHtwVFnpzr/nfHMfaEz3K+a6NtXtWeLHeYLMDxW2dTANuRKILOwJa3D824X3JzgGR9awHw9Ptnhjj/giZW5yc2uvkscSP5q/fW+z32HXPM9cUn1kRKZoNmJvqTqQbBlIBI6VMGQilmtamYvTBbPC2YMNe/LJqp+XXW7rF3fpTTjJbDDld3PH5fAx4bprqZhwXnar7v+NWYH9evmfp8wuKnKs5dqygKG7ylyVx0m2b9bGFqVQvTlqFPk9NTrrNmEXBG3lSZd+RfDyTJLtbpCjsjwtDo6/JphAVaVBANtm5ZZnR84CGmRFyth+wVB7ATOKXVB4fvRTZI0ZbeuzEZXrVeos2ZYX90UUdrNxu/jpH/TfWfxhIBcyc3D0pt0kVtIyab76mwYSl9g48XmcZZNY3c3hwTW3SsuLfgbu+WIC/fzbfk9f+0KEU9TsPHkWL+8fiHZem2uy2kAXz2QkrU6bH/tSDUgvp4onRywytZdsflQAi+v3Pj3qsY8cNlwIZo52GBUkSVjhtosFi0v2fnWapPICTdcGSTSOL3vfxZjToPIXsmvf8P7q46+BRPPj9EtXNSAsMpAJm35H8lBmOIrU4nKw9s2mvuZ4xpxJa+Ckxhp/1HjmZtSxSeHr8imK/b97rXM9vKk4VYt2yNzTF9juFhajJO+e+NL3EbbkWRsDv+WYRngonwTA7TduI8SbXujm9Nm7rfu/OM9cbSJpi59x99buzPVnDGX0dkrsz2LMqVjmUJMRJR/ILscvn2Xn9goFUwNzwwVzc8fn8pNuMXhRKffvzyvjrB6z0GptdtP/YaGdSFNtJAUzmfPcHL651dSTfux5zv7FTay7oFm3aV+Jia5bFLKGv/bwaefmFxQIxpwaS/vV16lIV0eatM/Y3CJ9Wgr3sjZm2Hu9G+YvYUiSPRpUheDvOCLeO6dC378+z1GHoVAIYp5Wy8PkOYnF3tzGQSkORaeuJhq+/sXDBbDZl5qptBz2pZj49x/o6KivcGSFz542KFD4l++L18Hp5PpqWoFOE4No0xaDYb6NGU6xrLSRccLs3P9kx2eiRdelmvUbjZ+c6WxLDCS9PzlHdBNu6PzEJ58QZpU1Fx9jD6vJEHf8W3TGQSkvqvykqW5AqrW+sr+cZryp+44f+qWUTW3merEtWP8WPNuwuOS3Rn333lIrZHugJ4TU88ZIW/bp6l+ke/X98Md/U9o8bmM0QPdK0cKP9IMhqcWKr3J565/RI3PRVO1GoQWIRv/Bi1Gf22t2cseMRBlJpSErnsymZPS6oHD7u+PBPpra/68sFhrc1MiL15dwNpl4/EbsjSmZHEa2kF08XThXkVKmgsAj/Dk+h2nfEu4yDpJbZI/GaHaFkBa8lKLB6OCrFvZH1Vos3mcsGabZOTrLj3GGP0/EbVeCzoGTFtgPO5pL3GbPnUjPrCFkgV38MpNKQlM7P6eVXPcRIfHj3V+bm+yfy/R/msytGMxvLmh3JSyf/irNP/fadmJO7B0uj6qYtiunJ99vfQ+74v58Sp0YHil9P//XDeUm3tdqhtylFIhejl/SpnoeMS98wKpShldIXA6k0tD8vH3+sT50m3U1Wp0I5WQPDP+K/V2YXYJN7jsZJ9uB0MWe3pexQZiQVSE5PDogeYTqUomZhqvpgiZhJfGM2EZIOLn7tV9VNMEUAmL9hr+pmKLNq+0Hc8dkfhsoGmOX15zdgs9Q9wUAqDY1dvBXHPKyLEc+eOHUljCjweK66DiYuc6c4oNkDphNrDdxip2jxdBuFnSP8NqtFSomnxi3H2nBa4qIiiecnFh9peHv62uP366zHExNVN4ESSHWI2exCqnQAWL3jILJHjMbCjXt9OTVq+VZ3p1E7fbhyIwug33w3fzNa3D8W+Yqvrch7DKQoLrcPBqrqP739yxpXn99PqUP9eIGRiJ3PkxNrgfxWz2zjniN47efVuOa92QCAqSt3YOaakpnAor8vSzUdYdvmYY2fILJS7sIoN2pKAcCug8nbHOl8Gr1wiyuvT8W9mmC9nF98Nns9nh6/3JHnemhU6iK4One8Bem6wCsMpNJUqq9KbHHRoHhs9DJXn3+bzy6og2LJZusX+U6c1Ha5eDHqhki8n7vrMHYfOpaw4yS6p9lM9kq7VjqY2MRHfRtKjBzr7jHRDfNMTE3349Q+t+l8Ia/CiG8W4ZUpzgSDn8xan3KbN6Ya79D1esokj5fmMZBKVym+LPFS2yZ9OgtfPisHc92/5H5KAav7e2nUtv15x4tMW3GsoAh5+YWmeuZf/TkH2SNG+3YaR3Sv42+rdyXcbvySbY6PthlJMODmKAkV5/VhIC+/0HbGUTOnjsKgHOgclF/A90Sl//2aa3jbGz7wtqTKy1P8Xw/MawykyFdmrU180ZfIEU1T3Kq2LSA1Juz22H03fzP6PzsVXR6dYPgxr4Z7L92u92LGHhPBx9jFW4//fOsnv+PhHxLX5jnlcWfXIB06lrqTZtQCexkpyTgrcca3f1gfnWz1wDj0++/Plh8PGO+Ek3B/OrcfjVrA0gYU31cezjwICgZSiuXlF2J/nvdppVPNgzWbltarqQLrdpmv1+PExW4QU39f975/igcn89cP52H22pLre8zYuMdaNkid+nX3mviMLo2ZCullGmghRMrvpJ2pmrrRfZQ6uiPigMFz0T8+t5fueev+PNOzHqL9sX6v4W2tnDOCbn+e9feeiIpjIKXYkBd+QYf/mCsQ64RUvZCfzTFXNNbIvGAnWFkI6cRljKqLId2SV9jJjhckkYtAnXaPmc+KlfIDTv2ppUTqWmqrtx906NXUs1rqQYVk0zyd1u6h8Z68jm7HUB14db4mSgcMpBRboyi9sA7nlu0eZdty4kSq6mR815d6Ffpbv5u9u7+uPpEuPdcH6cHjUfn9n7duD2auSX7Bbme0Qjd+qydGepuV4rtjxMGjBUxZTuQQBlKkzFELxetembLadFCj+cyapL753d257As37sUKl2uWBM3mvSfWluk02nDmM1MN131at1tdAPjnd2Yre20V9lqsmadC0JJ8BHE0yqlpry9NWuXI8xClOwZSacrPpxez62GcSKU8ebk7RXFVu/+7xRj0/DTD2wfwusS06OWAugXpz/xkrGzB4k3mL8acvCj1W90tO3QKtlN58PvUNXD8ZNX2g74+18Xj1HpkVbNhiIKGgVSa8nNPXa7JdTqRxdR2svd9FNA55Qs37jO1vU5Z6lSJvpDRLSOkf7/VweWnfXLMp+n8E/l5xQ7VTdBWw2rlVDehmHTqXAGCNX053TGQ0tC+I/n4Yq65ZA9mHTZwAbjKwaKYTnpvRq6p7SOJIn5eYWNUyceBp5MWe5xNzWz2SLtO+++UlNtEB1J3fTnfvcaQI7zMSBiP159h3Rw2kO6ejHMqQW5GKVblVcmrZCvkPgZSmti458Qi/ru/XIB/fbWwRIpiJ1Nw3/H5/JTbDHjO+JQvnU0KT8u7+ePfLT/HscLUF0N+HuUz6o/1ezx9vTc9rgETL5lGYZHE2EVbju/fictOBOTbPEqYYpiLH0HhVY2DgPFDHDX4+WnIHjHalee+/dP5rjyvUQcClur7P0lqvplx+Kheo+mrdwQnU6cZPy5kzTy/YyCliT5PTTl+INkRzqZzJGYaldEaH0G3wWTmuEUb99p+TWbeUmPVNvUn13enr8XNH/+O7+eHTnijF24pdr/udYKcwqko1vhhjdRyFxPOLNq017XndoKtmQo+9s0fehXlHf7mTNVNUOK2T/5Q3QSyiYGURrbuC2UDi/T7xo5w5ASotoodh0yuS/HqOtdKFkK/8cE1oeMeH7MMALB5X/wpYqMXbYl7uwobXZrGtn1/XuqNKK6gZcIzS/djhtVi3EFwtECvUal0wxT0wcBASiORmTORKTSx5590W4zpN7d9Yn3qoF9Mz9mZeiMHWSnA7Jb/joufEe/2T/XpUVwQTqzitL4G1o5RfG9N83Z6qm62a37euv+7xaqboMxns91di03JDXt5huomkAMYSGkkMuJ0YkSq+P269+yls/zComJrZ8gZumXFS1fpMNrqFqaZPoHfZ708NCpY6e79RnUiHHIGAymNRGp4rAuvAToUk+3ojw3eLvSn4g7FWSPyxJhlyB4xGr1HTlbQouAbu3ir6iYQkUN+9zhZDRGZt8LFNZNBxEBKQ5EpfNe/P7fY7ccKOCSl0mVv/lbitjfD03Z0n75CzmAqZ6Lg+XW1t1OWKT4m1NLDoOenpU0SJScwkNLMnqiFybEf5HRIr+2W5veNsf0cizcxc1+6e2Nqeq93IbJD11PYFW/NUt0EAjA3lyOWunhh0irVTfANBlIuKCySeGVKjqXe6x5PTEp43/6A1cPwUr6BOlBkTPaI0WmbMpgnFyLzHvo+fRM66G7cYn2yji5lmRFtvMhznWEMpFzwze8b8fT4FXhhovkP4rHC4ou67/x8PpZt2Y+iIomJy7Y51USyaeW2A5i+Kn2ng/zlvTkJ78seMdq14p6U2sez1qGgkMkhoq1J02Kfunj/t3Wqm0AJ3PSRPtlmn5uwUnUTiExjIOWCyMhRskxXRi82v/ljE85+4RfMXLPLsfaRfQOfm4Y/vcPpIHb1e3oK3p2+FgePFmBXuKbGPd8sYiBgw33fLsY709eqboZWznxm6vHPVzLTV+3kQmuX5Gw/qFU5g1g52w/g318txA8LNqtuiueKNFkPU1AkkT1itDbtSXfxEmxRSQykXHAsHEDtj1k4mT1iNK58e6altU6Fuk4uTzPZI0ZzyDvsjamrUVQkMWrBZhQVSeTlF09t/OvqnccXcUd3HKzfdRg52w/i19U7sW7XYTzy41K0e2g8uj42EdkjRuPT2evR7L6xnv89Ebd8PA8P/+DvtMBjmO2whKvenQ0AmLh0W8JF7X96ZxYGPT8Nb01bg+wRo5mEwEH9n52KgxpPT7/qndn4fO4G/E2junBe+fO7s3C0oBA524t3IkgpcfNH844HNut3HfakPU3vDa1p3n4gD1JKHCsoQvaI0bYL2BYWSa41N4G1S40RTnyohBCDAbwAIAPA21LKkTH3lwHwAYCuAHYBuExKmRu+7x4A1wEoBHC7lHK8keeMp1u3bnLu3LmpNnNdy/vHFhuNWvSfgcgsVQqtHxwHAPj65l646LWSGeCI/K52pTIlMhguf3QwWj0Q+uznjhzqm2l/uSOHAoBv2hsr0v5YRwsK0fL+cR63Rg9T7z4d/Z7+Gf1b18ZN/U7Gxa//hlqVymDHgaNY/cQQnHxvyaQ0T13UHped0tjS6y3dvB9DXvzFbrMD474hrfH4mGWqm5HSjac1RfUKpXFTv5Px4qRVeDaNppz9OuJMTFi6DTUrlsGtUUXm7xzQwtP34ZKuDfHlvI3o0aQ6Zq3dffz2tU8OQZN7xmBgmzp486puKZ9n18GjeHDUErx8eWc0uSf0/f7htj449+XpuKZ3NtbsOISpK3e49nf42cA2dXCssAg9m9bATf1OVt0cxwkh5kkpU3+IUj2P3UBKCJEBYCWAAQA2ApgD4HIp5dKobW4B0EFKeZMQYjiAC6SUlwkh2gD4FEB3APUBTATQIvywpM8Zjy6BVLwLr7eu6oYbPgi1bfgpjfDZHFYUp/Tjp0AqCM7vVB/X9G6CFyatwvIt+1E6sxRyPepV9ptremfjvRm5ce/778UdcEnXhjhWWIQymRnHR1/LZmUAAGau2YXhb87EiscGHw9SVz52Nlrcr25klezj8cofpvzzdJzxfz+je3Z1fHFTLxw5VojMDIGsjFLH998VPRrjk1nrFbfUv774ay/Myd2NYZ3qo0aFMpiwbBv6Na+Faat24M1pa/D1zaciK0Ng58FjqFWpTLHH5uUXHj9W6kSnQKoXgP9IKQeFf78HAKSUT0ZtMz68zW9CiEwAWwHUAjAietvIduGHJX3OeHQJpLo/PrFEr3zDauWwcQ+rWBMRERFR+lnw0EBUKZeluhkAnAuknFgj1QBA9PDKxvBtcbeRUhYA2AegRpLHGnlObY26rU+J2xhEEREREVG66vjwT6qb4DjfJ5sQQtwohJgrhJi7Y4ce81zrVimruglERERERNqoWbG06iY4zolAahOARlG/NwzfFneb8NS+KgglnUj0WCPPCQCQUr4ppewmpexWq1YtG38GERFRYmWzip8yR17YXlFLiChWxTKZx3+edFc/hS0Jvqa1KpS4rWWdSiglQj9f27sJRt3W+/h9P9zWB5/d2BNz7x/gVRM9k5l6k5TmAGguhGiCULAzHMAVMduMAnA1gN8AXAxgspRSCiFGAfhECPEsQskmmgOYDUAYeE7fmHjnaej/7DQsfngQ2j00XnVziJT45IYeWLp5Py7u2hCdHpmgujmGPHlhe9zzzSLVzbAsd+RQSCkhhOCi+bDckUMxbvFW7Dp0FK9OWY1Ne1NPu179xBBkRK4QwiLv6xmtaqN0RilIAF0enYAp/zwdFUpn4Kel2zD8lEZKU/mTdSsfOxtb9+Vh24E8XPJ6emXZve2MZvhq3kZs3Z+HczvWV1Zbq1+LWnEz6v34tz4456XpaFqzAl65sgvOfuEXrHliCErFfEcjmUu3H8hD98cnYUCbOpiwdBsA4NHz2+GB7xa7/0cEwIKHBuK0/07BzHvOQrnSqZNG5BcWISsj1OmUKHtskDiV/nwIgOcRSlX+rpTycSHEIwDmSilHCSHKAvgQQGcAuwEMl1KuCT/2PgDXAigAcIeUcmyi50zVDl2STQDFM/dFf5AKCotQUCSPp4M2YlDbOli36zCWs1Akaeb1P3XBTR+FUuTeP7Q1HhtdPLVxdKr/6O/BV/M24p9fLsCQ9nUxZpGeNY9qViyDuff392UAEu/kNXn5NizZtB/PpFEq51g/3NYH7RtWOf77uMVbcNNHv6NmxdLYefAY5tzXH6c8PrHE4+xcDPjx80PF93m67MMPr+uO7fuP4sIuDSCEQM72A2hWu9Lx+71+H5Y/Ohij5m/GgaMF+Mup2cfLE6x9cgiEECkeHd+f3p6F6Tk7kTtyKN7+ZQ2ya1TA9R/ocd2oo/+7pCMu7tpQdTNc4VSyCSdGpCClHANgTMxtD0b9nAfgkgSPfRxAiSAp3nP6yT/6t8BzE1eiS+OqxW7PzCiFTJNZIJ+7rBOOHCtE18dKnuBJnWt7N8G7M9aqboZSg9vVw5c39ULZzAy0b1gFj41ehmcv7Yg7v1gAAGhdrzIm3tmvRG/+xV0b4uKuDbH38LESgdR/L+qA7QfycMNpTZXVOwpiL9qZrergzFZ10Kh6edzx+XzVzVEiOogCQp/f96/tjlNPrnG8BzXi+cs6oXezmth96JiXTQy0Ubf1xnkvz1DdjLh6Nq2OHk1q4B8DWqTeOGDeu+YUnNGydonbo4MoL73x565YsmkfymZl4NJTTqzycOK4/NH1PY7/fH3fpizQm0Df5jXx2PntcFKNklP4qDhHAikq6e/9m+Oirg3QoGq5uPdf2aMxPjZY06BcVgbKl87EvUNa4Ykxy51sJlnwxwMDcNNH8/DAOa3TOpD68W+h7JSnZFc/flvkRHdux/o4VlCE8qUz0ax2xYTPUbV8ae2Cltn3naW6Ca46v3ODtAykFj88KO7t/VoUX1v70z9OwwPfLca5Hesjo5QoUROFrPl1xJnYn5evuhkJfXZjL9VNUKZd/SqpN0Lo3Nf5UXenZY84uxUGta2LQW3ruvo6EVZHtoKuVsUyDKIM8n3WPp01rFY+4Zf0sfPbYc0TQww9T+Q5ithxolz/1rVRrUJpfP7XXml9AM4dORTtGiQ++WZllEKFMv7sp6ldyd9ZNxc8NFB1E7RTpVxWsYXoybSoUwmf/7VXiVFUsu6nf5yG+lXLgZ3/ejLaWVCtgvsZ1/q3ruP6a1Bqf+mdrboJvsFAShEhRImFkQDQ7aRqClpDRt18+smqm0CUlC7FDnXy+AXtVDchrbWoo2aKmFEdGxobkSH3JZvBQN7p0LCq6ib4BgMpzXz+1xPTC+4d0gpf35y+0w108+A5bdD1pOqpNyQirfRqWkN1EwjQdkSqZxp/PqqVZ8cLkR0MpDQTPZ2kfYOqxS7cdT0J+cFf+zW1/RxX9GjsQEvIz56+uIPqJpAFNSpynZMOqnswNcyKeDVx0kVmBi8DiezgN0hDHRtVBQCUyeLuccrwU+wHQWWzSqZbPKdDPdvPS/6h+7qZ2IKxRDqpW0XP9YcXdQlmemcjbujbRHUTjkuUnItIZzzraijRpVrHRpzHDYSyGJrlVk/o85d1wpKHB+GCzg1ceX4dNaqevic73dd61K2s54Uqpa9TsvVf95uuozILHhyIG0/TZ93vJzf0SL1RgDBwDIb0PHr4FBdhhiz8j/msZFaCLyMyw9npnrusE76/tbcrr5HO7h7UUnUTjuvTrGbSTIU6eObSTq48bz1NRxJIf/FG8nWSzh1Dukm3dNudY+qMkj8xkPIRkXCsKn1UKZdVonCmEaUz3f+oR6ZkBt0tpzfz7LV0GgHyw7S5ri5l/fzkhp6uPC+RauWz/FWmwclOjYwMfa4p7ujfXHUTPPfURXquua3JNaWm6H9lQMcFrWyRlQW+w6OqnHvplSu6KHld3dSrUhYXdvFuGuOANt7WFKmdtJ5K/C/gVb1OcqcxGqlQRu9RBbLnv5pe0FFJLes617lktLaaF+7o30J1Ezyn62it5kuBtcNAykf42QbO61Tf9GOcyNg3pL03VdZ19/IVXVAmU8+DvxNm39c/4X2Vy4UuOm47o/iIXPnS+lyMuEWnCy6/8UPv7qWnNMLyRwfjheGdHH9uZpslik/Xa7o6XGtrCgMpjXxyffKFliJgQ1JW/pqGVcubfsw9Z7e28EoUT/2q6XeAjaS9b123MgDgpBrFP4M9mga/tlg6BItuqVtF/0AKCPWO925WU3UzPFcr6Sh0cPlhqnLQ6XpJd+sZ3k3fDwJ+kzTStFYomUSlsqGLloyYb5mm3zkAwa8MH7Qg1qp6VdJvYXa7+qHPduNwANUlZh1SEx8ukL7n7Faqm5A2iopUt8A4N45ylyqajh1RoXTyEfRHz2/nUUuc0bBa+h2Dg0rX6womNjOHgZQm/nhgwPEaG89e2gn/GtwSHWKCEye/c06n3WxW2/y8bd1r8qSDD67trroJ2kj0XlzevRG+vrkXBrUNTe88uVZFXNfnRO2V7Jr+C6RijyWnnlxDTUPSQJGP5raVcWHNxnkdi0/Hfvcv3Rx/jWRSpTavVj7Lo5Y44+Razlzk+uhjSRaVT9GJEM8NfZswkDKJgZQmqkXVOapVqQxuOb1Zid4KJ7P23XR66toRL17e2fDzedaxYuN1vMjc5zentailugnaaJVgEbcQAl1PKj5974Fz2njRJNe0DE9TjDirtbdJPdJJLx8FqV6shevUyLu6UlXKZeH+ocGa2n11r2zVTSAH5Y4cqroJxdzUT5+6Yn7BK8s0lWVgNCi2JzEZPwwujbm9j+ommDbv/sTJDyjkmt7ZzjyRyc/wg+e0wd/O9Odc8n4tahW7aPbB19e32tYP9rRns6pXKO3ZxWNWhkC18u4UY1ellEMnWw5IETmDgZSfaHy1Y2W0zNIIm42jf10fru+p4YOMX6o9MLSNkqlp1/ZpgrsG6lMw2Kzoui1ep5lPJxoftgPtql4n4bMbWf8sEWbiJHIGAykfcXL6XI+mzl54Wmmb1+ssS1so5Ev6K1VK4Moe9ms5+b3g9V9OzTa1/XV9muDD67pj7N/7olH18nj20o7uNEyxKuXUroGJTU6iGyvJC1QnPDBy7nhkWDtDa3fTda1QP07rVkrXtXmHjxWqboLv8MpSsdG398HbVxlbfOvkZZ7TBTY1TT5TDNdIBZeOn7/bz2qeeiMHxaZlT0UIgb7Na6F1vcqpN3ZQE4+TcyRa++aVelX0LhlgJZD462n2a/PZYabNGRkaHhw0oLqDId19f6v7Sw2sfLcLitK0Z8EGXlkq1rZ+FfQ3OK1G11SZITq3jSg1p79emR4vHPRLz7oAsPqJIZ693psGO6rcUtaFTHhO6pZtfsTszz5KeNCxYdWk92t9WnVJ4+rl8e/BLIGgyrJHBh8vp6EbP2UZ1QUDKR8xerw3klbc6WlM6XgyIn3o2Lvqt6+EV9/hxjXKe1r6QMfPhk4ePq+tqe0rlw3W2pp0vG4ceVF7lLOQGpucofN7L9PxC2ETAykfMdqzWbOi91mKvLosysq090pX9mjsUEuCo2UdtVOfnNDT4TV/TvC6c8FuT6JXa8RuOd2fmQ6DKsvk2tH2SYqvr33S+Ehjp0ZVTb1uNHbcEaVmpb+KM/vMYyDlI0Z6cY0uYHT6RFTKozNb+dL2ekN1vOBWTefeMS85/QnWeypuSWbXWFl1ioWpZKSPvYfzE95n5jP/5U29LLfhlOzqqTcKq+TRCJrXU3mJUvnHgBamH6P7mk4dMZAKmP9d013J6/rsmpEAvH+tms+KbpzInnRGy5IZsNp4nMTB7oyMzo2rYfJd/Y7/Xt+lE2rkYvvj63sY2t7r5BSUXBmHkvaYHQmLdknXho69jleBFpGXmtSsgMoWpjUzLb55DKQCxujIkOO971YeE9XWP/e0n76azKldiTWqotkZQWpUveRozhmtamPq3afbaJE5ZR0YWWxaq+Lxn7s3qY4XhnfCD7e5k12qlsHP3/BTGrny+hRfqil3FTS40HJytDfTobIY6d6ZyKy4emldz9qUfb/NpNABP/nkCCtfvuhHmD05P3FBezwyzNwiaQBo4cP1QP1b13b1+XspKGarEyemhF/QuUHc20+q4d1oSjmHs8NJAMM6NUi6JsYOo0cMntfdFfv5T/V9KM+pwHH5vQ6dXQN9XNS7o0vHOEoPDKQCplW9SkqyEJXJMvdROj3OVCgzrujRGH+yUIT15Fr+mybkVg9RpL5OjybG1xsEmZ13OXZanApdNS/8asZLl3fmXH1N3dTv5KT3D+tU36OWaCaN46jckUNVN8GWa/s0Ud2EhP52prXkPALCmV5CSomBVMAYnXfu9MW52fUgsRdJ0sI33sqf4NQ0jiCIfAbsrFUIgsplQ/PI7X4lVE6JqFA6w/G1RCqvC8/tWB8T7uyHeff3N7T9mNv7utwiiuiQoi6TnWx8TjlfQTBnNo180HBKWMhVvZxdpmBnFk0ri9P7yJz0voIix5zZytz0Myn9feGaSKrMivMfHIBF/xnoUWuMsVKQUzd26hJ9fH0PPHRuG1Qt733ZAKcseEivz5QRqb6+FctkokbFMoamTLWpH78j58Iu8adc0glmk0d4WQMskVQtaBxnzaLbEk3vdYPdRDB2s9/Gc3PMSKWKfWCVE52JfZvXBABc09vZ0S07lznZTNTjCQZSacrpU2GlsvYyn53bIRjTQTqn6I2tWr607ffKaek+t79R9fKOnPyqV1AXiLkx0lqjorvJSMpkOrPW5rHz2yW8Lx0/21f0aIzLuxtL0JE7cmiJi8gLPQwIyJozba6bdWPUMLYz45+DWhp+bNsEHSFeGdS2Lm4/s5mtGpwfXtcDuSOHWpoZ4EqmPJGexaZVYCCVpowW97UjsgYnntgvuBft8YIbx63SLk+903Bgz5eqlMvC85d1Ut0M264LrxeIzepoda5+IvEyHcZzWfdGcdPLA0CDquXwpyQZP8uaXLsZBE9c0B4D29S1/Pirep2Ez2/s6WCLEku0X1OpkeqC1+GDWgXNEmzcP7SN6iYACB3z6lY+MTo2qG38hBPXp1iDdLGJdPZuyCglcOfAlvh1xFn4ykZ9M6uS1Xuy1RnEQMoT6XeWIQChIqxz7jO2/sCqS7sl7hWNXRMVlIv53i5kwOvRlMkg3PKXU7Mdfb5+LUIXhgN8nMGqZngkqkpMDRInpr90aVzV9GMql83Cewnq443/x2nHf76jf/MS96drDSo703WFEIam7zmRJfKSJOeIZPo2t5esKOKbW041tF3DasmD/pev6OxEcwwz0vHoRRKhBQ8NxMx7zzr+e+uotdIyqre0RZJOVUCfPB2lM0uhm4liz06+rhuKOCTlCQZSAXLvkFYAgFYGEz8kq+PSq6n7KbEjB92eTau7diD1OiVrlySZ0xpVL2fpObud5O6B3WjtsSCqX9XZzHDVKpTGt7eciheGdzp+m98Kfl7ftwmeuqh9iY4QJ07KX/zV2d7e6Ckxd/RP3KsbRMliHS+mD796ZZe4t0c3q12D5OciK0eeB89pkzLQM/q81Q2ui0w1eur2MdqsK3s0VvK6kWuKSIdSRKr9odvlvpvXP1kZcd6NFMfW2E4tI+4e2FK79zWoGEgFyI2nhRZ7OlF36J2/dLP9HMlICVQNHxzMJqow4zKPi3nWq5I4WLJ6HZpoIb1TdFg8rooba2g6N65WbDH39H+didG3u1PU1g1ZGaVw2SmNUSrmc2HlZB7LyFqutU8OMfRcLX1YE85JV/XKtvX4oe3rJbzPyEjeGa1qY8nDg0rcHp0E6PMbkwfORjv9oqkYof/HgJKjndGEcG5WxcQ7T8PyRwcb2jZRhrj+ikfE61ct5+vkPZ+6OLW1S+OSna3JLg2sfLbeuqobsmtWKDYqSO5hIBVAqb47RlLDOpHVp4PBIncCwrUMfNU8TgDQMskUBp0WcZ9Uwz8ZlfyuSvks1E8SYNtlNPCwy2zRbKuMHgueuLB9ym2GJAkW0t2/B7dKeJ/RRCOpPhOp7m9SswIu7eb8+pgrexobkTF62skslfxSyamz1xkta6FZ7UqGpu7ljhyKB86Jv1Yqs5RA/aruHHOM1gljfcL4zF7qCJjvhG3fIHTtleXSlEEqju9yAKXqhchIcVJwSrK5xrEtTIcxkXYN9Kie3r91Hbx2ZVfVzTAsVQFQO4JQZ8OrMgCnurD+z454I6mxpQXcupgMAqc/Nr/86wxLz+tGMdTalYpP2U00wubkiLROGSJ7n1wTtSu7k3XzpCTTHCNT4s7raC4Lrz7vnBqpAiWzI0t1w+nxK2uWITioGEgFkFuDubFFdO2KbmddA899ikP1jjoaHClzWma8udEKPHdZR9enCzppxNmJe87tcmrRejqIXXB/haJ1GBHxvse6lRZw02ktapa4rbWFqXJOiawj0uMoV5yKTGxWONEpUqlMJkqVEriiuzvfz2TXF01rVUTuyKHoFdPpomPNR1XiBdzJzsdC6LeGjIpjIEWG1KlcJm5WLKuiO1iEMJaFqEYFZ3rYPruxF169sguevriDI89nVPQB1GraX0faEaCTml/+FCfWF+lmSDvj0+ZeuaILxt9xWuoNTQjS59isMbf3xZmtSq6DMZP9q6bLdcKMqlfZ3KihlZGfGhXL4P6hrU0/zmtm/7KMON+BV/8USgJyUo30zFipu3iHrVOSzd5hFKU9BlIB5EZh0FJC4MIuyeeyX2uiqKmENH2A6NDImZGkcqUzMKR9vdS1SBzWMyoT0AuXp06X61agF5TLzzf+3BVT7jpddTMMiU3ckG6GtK+bdP2gkxobrE/lpToOT7NKFDAZ/ZTVr1IW5RyqjdSvRS00sDGFskr51J0MTrx/1/dtavmxseU64lER18c7rrg9ym70vM0AwDmZaX7+0B0DqQA6r2N9vJjkQt1qzYJUdWQqmkjz3MJCxq2bTnN2rYwTdXGMeuKC9sUuXIzMXU5V7TxR8cNUgtCR3z27Oga1rYvsqLUPZlP+Wn3/yDwvR490zJB4mcV6SYlUTnCsNXrten+CJAXRvr+1N378W+r38v1ru2PGiDNP3ODCvr53iP6jSTqKLartBCNBZaxUnwi/jy4P7eBeUptu2dVxRkv3MhuTfQykAkgIkXSxpxtZksyykqLdSq9+ske4tTjYq86jahbTy+q0KNqo2LUfH1xXskDrI8PamXpOHd+Hniy+bJuW66QcvFD86LoeqF3Z3nrVslmpT/0dG1W1NLvBjW9VW5fWdFat4NxnxYm/2+l4wmzSByeZCbjStXC2ETUrlvZ9oBl0DKTSUPRIzN/PKrnuKd40DUNfY5Nj+VZ6tvzg4q7eBKpWj63xHjfnvv4pH9esdkVrL+iAsX/vW+z3eGvq0rkelq4qOZgyvY3CRAp2OblGrk/zkkkmvHK9Cxn2AOCCJKUhqpbPQrPaJ2YwtKjj3HHIsaxmmh563DjDujFlT2WSFCeUzTQ+TdbKeTvZ9yPa2e3q4ofbrI/IT7yzn+XHpjMGUj7zJ4P1MYyKzfyUO3JosWkakZ6ia0ysfzIr0tuy+gnz9XAqODTPPxmzvWUjLyy5tsnKwTN1YHDi/uoVSttaG1erUhnUTdHLHbS6IDp28nVsWFV1Ewwzsubpl3+fUXzalw1f3tQLv91zJsbd0RcT73Q2cQUZU8bASJaV0YW+SYLDaeG06hFGijqnMvbvfTHm9r6pNwwL0nqf020mOope65tMqvcs0fRUXfz3IuNrlId3d3bqbjQpgSa1jH2n+javhfY2shKr7Cz1MwZSPjP8FGcDqVSZm56/rBPa1KuMP/WMX0HdqngHWSsjCuVT9HgnGxI3ciE98sL2prONlSolkDtyaMrt3rm6W9L7z2qdfA3PJVFTNBtVL2/4IJjo7071flQ1sCicrBt9ex/cPail6mYk1a/FiYuwmgmStUQH5FXLl7aViCBahTKZqFelHFrVrVxshCLdmK0pY4eVhDy9m9XEq1d2wfJHBxt+TLJjjxu1cFrXq+x4CQgnpl/VilrTdL7BwrfJxPuoDGpb19ZzRsqgmLnojvfWlI4axdGxU+sSE0sgOBsivTGQ8hknMvJFnxxTHQA6NqqKMX/vayjDk5nTuwQwpH1ogWay3shU7By+jFyPDGxb13JyjlR6N0v+d0fvm/5xgqpy0dPbpDQeSFl816qW8zbLYSKq6oC5rW39Ko70trtpcLvQRViXxlUTbsOLCnVqGUxpXrGMseCkTMyUJaMx3JD29QyVtDBjaPt6OLOVnovuY4+pJxscQYj1gIEkIHbZHfV2Koy/qZ/1LIpeEEIom3IY/TkXwp3Ok2l3n5F6IzJE77M2leBEz029Kid6iGOLbHpFylDthNyRQy1l8ItwsyerX4tajqWSj7e428yFRqrrazOHWbcCQ69Ej4rEeuuq5KN80XTsBTWrksfTYyJFse/o3yLhNjq8r29d1Q3vXXOK6mYc59Uo0l8NXpx2tzhN143SGoCxzp1XruyCd/+izz6NFf0XGJ3+Fqt8aWe/z92bOFPEPp5Ue6xcivOb03+rG1q7ULLByGd9YJtQx+kNfZu4lmiicQ39ykT4lb+vqEh7fzk1W3UTLItMYXBCovSll9uoPh99fBWwP48/8nQ1KpT27ajPgDbpldLcrWxmiTSrXQm5I4fitATB7B39m2uxnmRAmzqBTRmc7P0t5XIUe77BRe/pzsvSGsl0bFRV2WuXKiWOT0+M97H0w8D1meHswq9d2cWx5zTyFb2oa0PcfmazpB1WpA89vu1kmI4pmyPineCN9pBaNbS9e+lde9hMRf3TP06srfJT+tJRf+uDZy7tpLoZZMArVzh3gjdLiNBawOipfDzxB5tbR7HaDhcs9lrlcpnFLpDvHKjH9yDeGuhU9Qm9EtsRqKNzOtTH8kcHo9fJ1kYY4zHS2ZGVUQp3DmyJCprsK0qOgRQp0ai6uQXoF3aJ3xPq5uL8CzrbS2Peok6llFOv7MRX0VMn6lctZ3tKVWSaZ1aCrsJE+8BrGgx4WJJqqosVNQyuiXHTM5d0VN2EtJL88+/ut8OtDqFTT1aX0t2ucXf0LbGWzIkEGU7syXgjY3andDk14uyXzsWyWRmOli9ws2bWqQ4GfGQcAymfMXPsuanfye41JI54daESHXTNzo8e1in+RXyqJBhJC/J6cBy/a0CoZ7K8C2naT6px4oB8fV/7I3+v/7krXrmiS8JinzpctPtZVoY/LhzM4nQvbzGZh776NKtpeJ2mk1PHVTBy/kwWc1W3WFBeBdVBn9HgNZuFjZVgIOUzZnpGBrQJ5hoBM4xcdLjZi/OX3k2QO3JowjnzRg/PqaYDOLGmqXqF0hjaIZRJ0c+pzts38Of6Lj+7b0hrR57nEo+KWZM1bibNWPifga49d8TfzmyGOweYn3Z3cq3UGVGFEPjo+h6G12mmyrLq1FsdPftj9O3Wi7XaEW9JgteJctzkRop+8g8GUj7jdErZoPN6Mb5bzung3lqweGpWLIPOjavikWFtPX1dIxpVTz415dtbTvWoJRRxw2lNDdVOS+XJC9s70Jr01c7HnQheXIzeNbAlbj+ruenHJct06ta6ZadC1il3nX7857b17X8+6oTXs11ss9PDauZIHfm1kG2yDLhkHAMpckxmKfc+TsmqoP92z5kJ71M9JJ+K0ealmhbmRj/xt7f0xkVd9BshSDVqoWstJjsZGuNZ/PAgR59PhZn3nFXsd133nV3NbZR4MCN2rQ75l1NnLqenglYtXxo5j5+NGwxMJ082qiaEQLXwzAfdz9MAMPves1Jv5DMqszoGSTDPWuSpzuHinG5m6OuU5AsfXRfLjDLhXsZqPpqrnYhb6XZ1zBrkh5NuPB1sFsKMpUv2LTvqRq0T+fj6Hgpb4i6nen5njEjcaRTrxcs7O/KapIbOSXUyM0qZOg779JBdTKK1w2Z5VVPOiO7ZwRkVVImBVJpxY6pb5DnjJZCo6NA8aDcunrueVA2PDGuLJy5sj5MCUJxOo+MzkWmNU0zZJKBBVeOdRud1rI+zWqXfOtlPPA7Ia1XSJwnPe3EKFgsh8Oiwthh3R18FLSI3zbu/v63H+3VKom4YSKWZZL3i/VunPunGK0xXu1LJnpqpd58OQO9FmEIIXNUrG1XKZRWr+UTpoXVdb9fPBaFX1gidelzTXfkAjFqadWozb1OpV69gbUZDqs7BQW1LJq1IldQlUWrzP/fKRiuPj3dG3DOkNTJLiUAlnvCDs9vVBRCaEWCmc4biYyAVYPGnvCW+yGlTL/WBtmmK7EWXd2+EXk1rFEvN7QexawuSTSXUyWc39sSH13VX3QzfiF40fusZzRS2JLGRTLhAcdxyurflLOKxGjRQSak6HOpbuMDVrQ/juj5NUDqzVMI6YZd2a4ScJ4a4NjWd4ouemXRlT2fX7qYjdgMEmNkDsZFjcMu6JRdNR/erPXlhB1OvqSuvanzYzfjUs+mJ1O2pRjxqViytbfDgleh116U0qscTHeAN7VAPI75ZpLA19vh1DZvu4pVAyCwlUFDk7tVzk5oVsHbnIVzctSH3LZnSsVFVrHzsbNXNoLCaFUvjzgEtcUk3/ZJI+Rm7Aeg4o4kFLuxSvACnZp1gvtL1pGqevdbc+wfgmt5NPHs9Ki5ZUebWUR0Ufi+4yql93rEyamFWpM7epd0auf5adELZOBkY461peeaSjl40hxxyeop1i32blxy9c+qQWkoIXNGjcbERQLfS96cTBlJppkKchBARkXmzqTx7aSeHWkNtDCb/MNITzMNhairrZkSPHsYyUvCTSIUHzmmDly7v7Iu6P72SfMfccF0f9zqm4q13ircP/Fw7LB21ijOrJ1qyazTSEwOpgIiXBCKe8zs3SHif1Z6JzBQ1jvzIi55er8y+76yktbbSxcfX98Bf+6lbZ5IsFn78ghProuJN4YqVrK6aahyP8s6fe56U9H4njsxlszJwbkdvC4Jb9emNPT19vWwNsr1GT7fXeealm+VR/ETlCFC8z0e5LIYBdvEdDIiz29cztF2yi7RySaYeJVOzoj7pX53w2pVd8K/BLVU3w7REF7C1K5W1XGsrKHJHDkXvZjW1HbWL/u6VzUr9PQzi/uSCc/PaNtAvE5sdmT6b1trCo0LLQfDPgf47p6aDK3ok74yh1HjmSjMySX+xmXoYD5/X1onmaOns9vVKZPHzm4u6cDGpbpzsiSwTwF7Euh4leCF9Xd/XX6MW3VwsaBq0tYbsKAlxctSwWnlzWTSvjBM0RSc6Imv4DpIlV5+affxn1iHQT2YpgR//1gePDAtuwGtFUIq+vnKFsam8KvhrTCF9ZPlgCrbOU9N04PfQqmUAR/CSJRGyokWdkutlK5SJ/xpmM882reWvsjR+wUCK8MA5bXCyjS9Yb48LIMYTr6J7OhMitAj5ql7ZqpuilRoBmIb6zS2nolFAAkKyycSVdaRw+u1nNXepMfYFbBCG0sAD57Rx9PnifT+DcN4KMn1XLJMr4qVWvq5PE1ezD3nhjBQpRYmCoHzpDDSPkwJZJ5wqoqfIdNDzfJI4IugigW0izN7mD04H/5mcAuk7tvaYEKK6EGKCEGJV+P9xi+IIIa4Ob7NKCHF11O1dhRCLhBA5QogXRTjHsxDiEiHEEiFEkRCim502prvYwrIqhtY59c8bZaIuYDlFxt96Nyuexvnfg1shd+RQLH1kMCqVzVLUKne8MLwTLkySTZSMeWF4p6T3t60fSpNd0WC9QB0MaFNHdRNck6rou04Fw51SryrXQarEdWrusPuujgAwSUrZHMCk8O/FCCGqA3gIQA8A3QE8FBVwvQbgBgDNw/8Gh29fDOBCANNsti/ttY+pMaGiMn1sraQq5YJ1IaiLjGL7NngnYQqmYZ0a4NnLOqluhu8N61QyGI0+JPz3og74+uZTmdQjgN6/tjvaN6iCpjX1XgNzeffGAIBbTldXhkJXT17YHu9f293V1/DDOkk/shtIDQPwfvjn9wGcH2ebQQAmSCl3Syn3AJgAYLAQoh6AylLKmTKUnuaDyOOllMuklCtsto2gRz2kauVPBE5VymVhwUMDFbaG0s3P/zxddRMAmBsl7NOseOHgHk31L4YaEVm/Vacy5/XrpFzpDHQ9Ke6kEfK5fi1q4Ye/9VHSUWrGoLZ1MWPEmfjX4Faqm6Kdy7s3tlQwftF/eD2lmt1Aqo6Uckv4560A4o3DNwCwIer3jeHbGoR/jr2dAubBc09kjpt29xkKWxJsN57mTurgMbf3xQ+39XHlub2QrXkvbTw3RRWvXPPEEHRp7J8L4Ehtnev7+CuVte6SZdzq1bRGwvtIXz191EHilKBN9U9WUsYLQZvq7UcpJ0sLISYCqBvnrvuif5FSSiGE558oIcSNAG4EgMaNG3v98mRA9Jz8KuWTf+kv794Yn85e73aT4nrtyi5YvHmfktd2Qu3K7kzZiZ2aqcorV3RB/TSZYx/ds+y3tRKVyoa+7xXL+mctjh9cwHVkgSIh8d5fuqP1g+NUN4XSRGUGXa5IeaaTUvZPdJ8QYpsQop6Uckt4qt72OJttAnB61O8NAfwcvr1hzO2bDLQ5tn1vAngTALp168bkqT7XvUk1ZYHU2e3r4ez29ZS8ttM0n+FhydAOxvfNhV0a4JvfTR9OyAE3n34yKpbJxKXdGqluSqDoPm3LDbrXfQutSrC+X8o5XIOI3FW1fBb2Hs4vdpuThdbd0LNpdcxcsxuXd2/sagHpdGZ3at8oAJEsfFcD+D7ONuMBDBRCVAsnmRgIYHx4SuB+IUTPcLa+qxI8noiIfKJMZgau79s0bqkFomTOaFl8jci/NV5L86/BLZOmqs4dOdTx1yyfxcBLpXilJ8poXu6hdGboMzOobXAzYKpm9xMwEsAAIcQqAP3Dv0MI0U0I8TYASCl3A3gUwJzwv0fCtwHALQDeBpADYDWAseHHXyCE2AigF4DRQojxNtuZtvxW00X33h1VmOnQnIYazsM3+8nOHTnUlYsxCo6y4RGNmpXiJ/bwW7rjHjFrvXQ+f13RPfVSglZ1nS034rdpvkETr1juuSbrsnm9By/pGpr41dLhzyKdYGsSu5RyF4Cz4tw+F8D1Ub+/C+DdBNu1i3P7twC+tdO2IKtUNhMH8goMbXtB5wZ4c9oaV9rxxAXt0bFRldQbkm3dm1THdX2a4J3paw1tn+6n2zIa9tyy0CI5rXOjqhh5YfuE017vH9oaX83bGPc+IjIn3hojnYN9IBTopQr2pt59eokpi2Sc3p8AimvCP/phxNknpjxM/3fiTHhlXbygvKJH4+NFHp3SsVFVR58vSAa3O5Hz5axWtRW2RH9puJyE0pAQAsO7N06Yuatq+dIet4iIvNCmXvEkUHamUp9UowKvvWxgIOVDdauULVbxvWG1xAtym/gs9XOqau8UcnpL8/UmiIiIyP8qlzsxoeyVK7pg4p39FLYmvTE/rU+V8lmXe5VyWehmoBikmyNo6aRZnEWxRETkDMkcwaTQX07NPv6zmYy25DwGUj6VXUPvtLCxFjzkfvXtNvUqY+mW/a6/jpNqVHBn6s2VPU5y5Xn9pjvTvRIRkQN0Ku6eUYoTynTBPeFT6VhTJBXdF33GU6Ni/GxbCx4sGXh2bFj1+M+VU2TxS/ePx2XdGqFz46p48fLOJe67o39z7VPWEhGRXpg9l+LhiJSPfXlTL9TXMM2zKi3rVML8DXtVN8MRVcrbyw6U5nEUalQsg29v6R33vjv6t8Ad/Vt43CIiohO6GpjqTkT6YyDlY6dw2lIx9w5tjZqVSuOVKatVN4WIiCihM1sVL5Dat3lNRS0hIjs4v4UCo0q5LNw9qFXqDYmIiIiIbGIgRURERGSC00n76lfhNH0iP2IgRUREFFB3D2qpuglkQO3KJRMPjbm9r4KWEJEZXCNF2rvnbE7XMyqjlEBhEQucEFHIrWc0w61nNFPdDEohXoKgNvUre94OcplDmaDSPaGUTjgiRdq7uGtD1U0gIiJyzY39TlbdBCKygIEUERERkcNa1zM+olSxTPwJQi/FqYVH/tCqbiXVTSAPMJAi7VVIcIIhCoIPru2uugmkkdvPaq66CWSAlKmnUD95YXt8fmNPW69zbsf6th5P3pt8Vz8AwPe39Uaz2hUVt4bcxkCKtFc2K8PS4+rEWbxLpJvTWtRS3QTSSGYprn7QkZXvadmsDPRoWsOF1pDOmtaqiNyRQ1EmMwNf/rUXvrnlVNVNIhcxkCLtVK9Q2pHHj/BJkorRt/cxvO1ZrWq72BIiIorn0WFtVTeBfKhahdLo0ria6maQixhIkXZOPflED17O42ebfvxLl3dGm3qVMbS9P6ZEtK1fxfC2nOZIREREpAdelZHWMjPMx/q9m9XEmL8Hu/5Goun5RubtExEREZF9HJEi8hFhcPmEMLohEREREVnCESnSDoMAIiLSmZdj/xd3bYgLuzTw8BXJiFOyufaJOCJFGrq8eyMAQIOq5RS3hIjIW1kWpjOT+xpXL6/stf/vko449eSayl6f4rvl9Gaqm0Aa4BGbtBMpTGg3ex8RkZ9c3r0RrumdrboZFAdnSlCsM5hFl8BAijQUqRtVqxLrQFGw1GDnACXxz4EtUTYrA50bV1XdFN+Zd39/1U0gSimrFC+7g4Z7lLTTok4lPH1xBzx7aUfVTdGW9HSGPjnlnA71VDeBfKBS2SzVTdDe8FMaHf+5RoXSqFFR3463j67roboJpIlq7EwLHAZSpKVLujVC1fI84MTi5BJ/u/+cNujQ0HjdMEovkelj1cqnbyBVt3JZQ9tF19TLKOX9kTHDxFS/Ps25vokoqBhIERF5JCujFJOoUEqZaTz955d/n2FoO9WdShxZICKAgRQREZEyg9rWUd0ErTBrIRH5CY9YREREimRmlErrqXxERH7GgrxEGnnp8s6oyouqQPtTz5MwdvFW1c0gCgxmJiciVRhIEWnk3I71DW0nmbTPt6qUY6BM5CQ/HQ8bViuH2844Ucj1viGtsePgUYUtIiI7GEgR+QiLQhL5U93KZbF1f16J2yuUzlDQGlJl+r/PLPb7Dac1VdQSsqJy2UzszytQ3QyOwmqEa6SIAuSqXtkA1Ge0IqLE+rWodfzn6hVK1j9inTgiPdWqpG+9MlKDgRRRgDx0bhusevxslFJQV4WIjIkNkxg22cPeefLKnQNaKnnd1vUqK3ldSo1T+4gCRAiBrAxeVfjF63/qqroJ5JF6VeNP7YvGb26wnRY1Ekn+NLRDPTSo1hs1WEeMwhhIEfmQnxZXU2KD29VV3QTyyC2nN8MNH8wFAEh+gdNO7sihqptADunUqKrqJpBGOLWPyEfYY03kT5kcKXaN8PjI+OuIM1NvRERpgSNSRBp45You2J+Xr7oZROSxK3s0xmdz1qtuBplQv2o51U0gIk1wRCoNVAsXeO3QsIrillAiQzvUw+XdG6tuBhF5rFH18iVuu6nfyQpaQqkMP6WR6iYQkWYYSKWBO/q3AAC8MLyz4pYQUb0qZVU3gRRLtUSqRZ1K3jSETBl5UQeudSKiYji1Lw1c1eskDOtUH1XLM8sMkWo1KrIOSbpjnSgiMuPUk2tg2Zb9qptBcXBEKg0IIRhEBUTtyqHRjEpl2QdC5FexI1KRAr1lsk6ckt++qhtevoKzCIxgHSkKursGtlDdBEqAV2NEPvKPAc3Rok5FDGhTR3VTiMgh/724A/45sCXKlz5xSu7fpg4Wb9qnsFX+wTiKgq4Uewu0xUCKyEfKZGbgwi4NVTeDHDCkPWtIpavYEakymRlxk04QEZHeGEgREXls2SODUTqTM6uJnMAVZ0SkCgMpIiKPlSudoboJpBCTTdjHmU5EpAMGUkRERB5Klf483bWuVxl1KjO7JRHpj4EUERERaWPs3/uqbgIRkSGcpE9EROSh8pzaSUQUCAykiIiIPNQtu7rqJgQKl0sRkSoMpIiIiMhXalTkGipKX0xYpA8GUkRERBoqm8WLpUSqlMs6/rNgCj9KI09c0B69mtZQ3QwKYyBFRETkseGnNEq5TbPaFT1oCRH5yRU9GrPzQCMMpIiIiDw28qIOyB05VHUziIjIBgZSRERE5CvsjyciHTCQIiIiIiIiMomBFBERERERkUkMpIiIiIiIiExiIEVERERERGQSAykiIiIiIiKTGEgRERGRb13YpYHqJhBRmmIgRURERL7VvE4l1U0gojTFQIqIiIh8izWlKOhKCX7KdcVAioiIiHylW3Z11U0g8kzpTF6u64p7hoiIiHylWe2KqptARMRAioiISGe9m9VQ3QQiIoojU3UDiIiI0omU0vC2fzwwAOXLZLjYGiIissrWiJQQoroQYoIQYlX4/9USbHd1eJtVQoiro27vKoRYJITIEUK8KERoNZ0Q4mkhxHIhxEIhxLdCiKp22klERKRSrYplLD2uWoXSKJPJQCqZrAxOriEiNewefUYAmCSlbA5gUvj3YoQQ1QE8BKAHgO4AHooKuF4DcAOA5uF/g8O3TwDQTkrZAcBKAPfYbCcREZEy7RpUUd2EwCrDhfhEpIjdo88wAO+Hf34fwPlxthkEYIKUcreUcg9CQdJgIUQ9AJWllDNlaJ7DB5HHSyl/klIWhB8/E0BDm+0kIiIiIiJyjN1Aqo6Uckv4560A6sTZpgGADVG/bwzf1iD8c+ztsa4FMDZRA4QQNwoh5goh5u7YscNM24mIiIiIiCxJmWxCCDERQN04d90X/YuUUgohjK+gNUAIcR+AAgAfJ9pGSvkmgDcBoFu3bo6+PhERERERUTwpAykpZf9E9wkhtgkh6kkpt4Sn6m2Ps9kmAKdH/d4QwM/h2xvG3L4p6rn/AuAcAGdJMymOiIiIiIiIXGZ3at8oAJEsfFcD+D7ONuMBDBRCVAsnmRgIYHx4SuB+IUTPcLa+qyKPF0IMBvAvAOdJKQ/bbCMREREFVN/mNVU3gYjSlN1AaiSAAUKIVQD6h3+HEKKbEOJtAJBS7gbwKIA54X+PhG8DgFsAvA0gB8BqnFgL9TKASgAmCCHmCyFet9lOIiIiCqBMpj8nIkVsFeSVUu4CcFac2+cCuD7q93cBvJtgu3Zxbm9mp11ERES64mR151zYOV6OKiIib9gKpIiIiMiYi7s2xFfzNqJUKaG6KYGw+okh4FtJRCoxkCIiIvJA7UplVDchUDIYRRGRYpxYTERE5CEmoiUiCgYGUkRERB4QHEAhIgoUBlJEREREREQmMZAiIiIiIiIyiYEUERERERGRSQykiIiIiIiITGIgRUREREREZBIDKSIiIiIizQ1sU0d1EygGC/ISEREREWksd+RQ1U2gODgiRUREREREZBIDKSIiIiIiIpMYSBEREREREZnEQIqIiIiIiMgkBlJEREQe6NOsFgCgZ9MailtCREROYNY+IiIiD/Q6uQZyHj8bmRnswyQiCgIezYmIiDzCIIqIKDh4RCciIiIiIjKJgRQREREREZFJDKSIiIiIiIhMYiBFRERERERkEgMpIiIiIiIikxhIERERERERmcRAioiIiIiIyCQGUkRERERERCYxkCIiIiIiIjKJgRQREREREZFJDKSIiIiIiIhMYiBFRERERERkEgMpIiIiIiIikxhIERERERERmcRAioiIiIiIyCQGUkRERERERCYxkCIiIiIiIjKJgRQREREREZFJDKSIiIiIiIhMYiBFRERERERkEgMpIiIiIiIikxhIERERERERmcRAioiIiIiIyCQGUkRERERERCYxkCIiIiIiIjIpU3UDiIiIiIiC6uUrOiNn+0HVzSAXMJAiIiIiInLJOR3qq24CuYRT+4iIiIiIiExiIEVERERERGQSAykiIiIiIiKTGEgRERERERGZxECKiIiIiIjIJAZSREREREREJjGQIiIiIiIiMomBFBERERERkUkMpIiIiIiIiExiIEVERERERGQSAykiIiIiIiKTGEgRERERERGZxECKiIiIiIjIJAZSREREREREJjGQIiIiIiIiMomBFBERERERkUkMpIiIiIiIiExiIEVERERERGSSkFKqboNjhBA7AKxT3Y6wmgB2qm4EpcT9pD/uI3/gftIf95E/cD/pj/vIH5Ltp5OklLXsvkCgAimdCCHmSim7qW4HJcf9pD/uI3/gftIf95E/cD/pj/vIH7zYT5zaR0REREREZBIDKSIiIiIiIpMYSLnnTdUNIEO4n/THfeQP3E/64z7yB+4n/XEf+YPr+4lrpIiIiIiIiEziiBQREREREZFJDKRcIIQYLIRYIYTIEUKMUN2edCCEyBVCLBJCzBdCzA3fVl0IMUEIsSr8/2rh24UQ4sXw/lkohOgS9TxXh7dfJYS4Our2ruHnzwk/Vnj/V/qPEOJdIcR2IcTiqNtc3y+JXoNKSrCP/iOE2BT+Ps0XQgyJuu+e8Pu9QggxKOr2uMc9IUQTIcSs8O2fCyFKh28vE/49J3x/tkd/su8IIRoJIaYIIZYKIZYIIf4evp3fJY0k2U/8PmlCCFFWCDFbCLEgvI8eDt9u+n11at9RSUn20/+EEGujvkudwrerO+ZJKfnPwX8AMgCsBtAUQGkACwC0Ud2uoP8DkAugZsxt/wUwIvzzCABPhX8eAmAsAAGgJ4BZ4durA1gT/n+18M/VwvfNDm8rwo89W/Xf7Id/AE4D0AXAYi/3S6LX4D/D++g/AP4ZZ9s24WNaGQBNwse6jGTHPQBfABge/vl1ADeHf74FwOvhn4cD+Fz1e6HrPwD1AHQJ/1wJwMrwvuB3SaN/SfYTv0+a/At/viuGf84CMCv8uTf1vjq57/jP1H76H4CL42yv7JjHESnndQeQI6VcI6U8BuAzAMMUtyldDQPwfvjn9wGcH3X7BzJkJoCqQoh6AAYBmCCl3C2l3ANgAoDB4fsqSylnytA364Oo56IkpJTTAOyOudmL/ZLoNShGgn2UyDAAn0kpj0op1wLIQeiYF/e4F+7hOxPAV+HHx+7vyD76CsBZkR5BKk5KuUVK+Xv45wMAlgFoAH6XtJJkPyXC75PHwt+Jg+Ffs8L/JMy/r07uO4qRZD8louyYx0DKeQ0AbIj6fSOSH0jJGRLAT0KIeUKIG8O31ZFSbgn/vBVAnfDPifZRsts3xrmdrPFivyR6DTLutvAUiXejpjaY3Uc1AOyVUhbE3F7sucL37wtvT0mEpxZ1RqiHlt8lTcXsJ4DfJ20IITKEEPMBbEfowno1zL+vTu47iiN2P0kpI9+lx8PfpeeEEGXCtyk75jGQoqDoI6XsAuBsALcKIU6LvjPc48AUlZrxYr9w31vyGoCTAXQCsAXAM0pbQwAAIURFAF8DuENKuT/6Pn6X9BFnP/H7pBEpZaGUshOAhgiNILVS2yKKJ3Y/CSHaAbgHof11CkLT9f7tchtSHvMYSDlvE4BGUb83DN9GLpJSbgr/fzuAbxE6OG4LD98i/P/t4c0T7aNktzeMcztZ48V+SfQaZICUclv4JFYE4C2Evk+A+X20C6EpFpkxtxd7rvD9VcLbUxxCiCyELs4/llJ+E76Z3yXNxNtP/D7pSUq5F8AUAL1g/n11ct9RElH7aXB4+qyUUh4F8B6sf5ccO+YxkHLeHADNw9lZSiO0OHGU4jYFmhCighCiUuRnAAMBLEbofY9kaLkawPfhn0cBuCqc5aUngH3hYdzxAAYKIaqFp14MBDA+fN9+IUTP8Dznq6Kei8zzYr8keg0yIHISCbsAoe8TEHpfh4tQJqsmAJojtGA37nEv3Js3BcDF4cfH7u/IProYwOTw9hQj/Pl+B8AyKeWzUXfxu6SRRPuJ3yd9CCFqCSGqhn8uB2AAQmvZzL6vTu47ipFgPy2PCnAEQmuXor9Lao55UoPsHEH7h1D2kJUIzbu9T3V7gv4Poew4C8L/lkTec4TmJE8CsArARADVw7cLAK+E988iAN2inutahBaN5gC4Jur2buEv7GoALyNczJr/Uu6bTxGaypKP0Bzk67zYL4leg/8M76MPw/tgYfikUi9q+/vC7/cKRGWvTHTcC38/Z4f33ZcAyoRvLxv+PSd8f1PV74Wu/wD0QWh6yUIA88P/hvC7pNe/JPuJ3ydN/gHoAOCP8L5YDOBBq++rU/uO/0ztp8nh79JiAB/hRGY/Zce8yIOIiIiIiIjIIE7tIyIiIiIiMomBFBERERERkUkMpIiIiIiIiExiIEVERERERGQSAykiIiIiIiKTGEgRERERERGZxECKiIiIiIjIJAZSREREREREJv0/fYtpZMCODD0AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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LyZ5U1jCRIuTlF+iqeLRp7zEcNXgisyvUA+rQCfPLTv7YsM/0bfXaYsP0vJ2O6RyhCuJsnZctyCw7KDBtNfe2kDkvTllX/H1Onrc3kw54YSb6jP1VdhhErssrYCLjZUykCJe9/aeuikf9n5+BS9/y5xKy+ZneXKN8+6eLZIdABkxYXrYXiQhwR14OhNrn6fGrZIdg2UmPJ4MUWfjr3G+v+RoVUiwfIykhwB8CPsBEyscKdI5yLNpyMObvM7KO4PK3CxOo1YotITOzZGDzvmOONv3dut+92a1pazib4XUvT1kvOwQl+GH5j0xsyEuq8vqsu/MrVphIeRkTKR9bvctY0jM5SufuB75dhrlR9imljxqPv39pXwU6oyav3G3o+ou3HMDZ/zcDn87Z7FBE+pflxWKk2AR528koj/WmvcFqALl5r1rLa4liyeN7tG5FS/wBYOUOtQZj9ciOsYTenmV5JY/h5EAv2Y+JlI+t2G6s4tfqnZE3U57Ijf2B8b8l8sqZGq02U3RyGm8WTraFLIcaeENfVrMogFNYSEJdr05bj/RR42WHoZSJUQYeyX9+jtH30cr+72je+32T7cck5zCR8rE3Z2wwdP3FWyOfvKu2nC9ckPeX2Gnepv1IHzUe+aHRtazD2SxkIVl48QC/jn5zOZ97MrLMl50OL2pBhfJZIEA3r39Or3W5ZcC4GIkbqYeJlI8ZXTM/a535EuVesePgCQDAD4ud6wnhRZeF9sB9NX8rAKDHM9Nwx2fylmz61TGTsy4tHv4FV7zjv0Ivx0+aS9bd3IfopqzDzvVz+fjPTMeOTda0f3yS7BCIyCQmUj522OCUc4EGx5ZvRNsH4rbnJzs/surlkcoDx0/1NJq62tj+M4rvqwVbTd92zkb/9VMLf74Zocr7id1YBjmY4i1rfej75fh24TaXoiHZgrY/1uuYSPmYCnsOZoZmuV4O0NIQJzugE/nJ0q3G9nESqeLg8VxH9sdE8sW8Lbjvm6Wmb79qx2HsPHTCxoiCJVqxLaccydZ37nbchsJWZB0TKXLUweOFHzQ7DBaFcJudezX45kakz4odTKS8hH2eTnl83Ep0fHJyzOt8Omcz9h8zN+tqp2Gv/obeY+Q1O/b4Fqni8xjneP0vFGxMpALogAJv7Hbx+iZWIiK7vTNrA+Zn2jOKvnDzqeNMYqU63dbuOoJH/rcCf/9qiexQlLN4S3Cq0n41f4uOa3FJr5fZkkgJIYYKIdYKITKEEKMi/D5VCPFV6PdzhRDpYb97KHT5WiHEkLDLM4UQy4UQS4QQC+yIkwrtN7kvgfyvoEDz9B4vIgKembAGl75VsjiJ2dY0F7/pfJGTfUdzHL8PtxVVPfXTwKVdLnrjD9khuObB75aX+PmQidkts0WKyB2WEykhRCKA1wGcC6ANgCuFEG1KXe0mAAc0TWsB4CUAz4Zu2wbAFQDaAhgK4I3Q8Yr01zStk6Zp3azGSfrtdrBylKZptjabs6vfkrBxat3LvfTembURzf81QXYYRCVsP3gCv6/fKzsMcgiLbDhHhaXmixXv2+i08OTpjw3G38ecTqR2OXjOFwR2zEj1AJChadpGTdNOAvgSwIhS1xkB4KPQ998CGCiEEKHLv9Q0LUfTtE0AMkLHI4mcOmE5fjIPTR+agFemrbfleFv3H8e63eZ7o6jMzsTOCBUKlFCA6Dx/HvTCTFzz3lxnY/GBo3z9KkOVAbVjOfL7Aa5SuBelG/75zRLZIcR052eLZIfgaXYkUg0AhNf03Ra6LOJ1NE3LA3AIQI04t9UATBZCLBRC3BrtzoUQtwohFgghFuzZ4/8+SF72dahH0ctT7UmkBrwww5bjAPYWm+C+reDKOmKtkXFG1hEsirF/wMyyED84kVvyb+rXl1ifsb8i64j50WGjLS9UoUrS4QR+HtCeo2ov7+QAqjUqF5s4U9O0LihcMniHEOKsSFfSNO0dTdO6aZrWrVatWu5GqLDtB6OXOt1zJPZ69OO5zoxg2d0d3GjD4VgOncjFe79vUmYtMj98vanH6Gm4+wvjjYzXh14bg16chZEx9g/sPKxGCeM9R3Lw4uS1KLC4JGv88p02ReQfW/b5s9kwxTY7g0tXVfTEuJWyQ3Cc3nLrFJkdidR2AI3Cfm4YuizidYQQSQCqANgX67aaphX9mwXgB3DJnyFZMda8zlgbe+bu0f+tQLenp9he6vaLeeabkTrtg9mZeOrnVXh6/GrZoehm9SSWnDFppfFGxo/+uELX9f7I2Gf42E7o+cxUvPprBubZVBnOKD71jcvcxyafKntjRobsECiCD//IdPw+jp90ZvD6SLY3Z6i9xo5Eaj6AlkKIpkKIFBQWjxhX6jrjAFwf+v4SAL9qhRUHxgG4IlTVrymAlgDmCSEqCCEqAYAQogKAwQD0nWmQLfYePYmtB9wfGZX9wj+syBuPnhkpnkuSLEWJTLzZ7VisFJ2ZwJksw3Yp3MvPzqXVqvDf/4ic8vbMjTF/H+25FG8v9cY9HDxxg+VEKrTn6U4AkwCsBvC1pmkrhRD/FkJcELraewBqCCEyANwLYFTotisBfA1gFYCJAO7QNC0fQB0AvwshlgKYB2C8pmkTrcZKxsxa5/6es6371Vi6JJuec8ztB/i3UsnGPeYLn3h1j8hdJpYxFjmZb37GW/aAixeFP8U2m5ydOuHQyLnfTF+bVTzIYHaV9s5DJ7BqR7CLNASFlX21JF+SHQfRNG0CgAmlLnss7PtsAJdGue1oAKNLXbYRQEc7YvObaHt4juXkoUKqLQ9nMb6JmzNlVVbx90dz8vDarxm4umdjNKqeZuv9bNnPvRQq2W+hX8zcTfqWyHk03yKX6H1+mN0T8fT4Vbise6P4Vwy4Gz+YX/y92dds7zG/AgAyxw63FEv30VOLvz+cnYvK5ZItHY+MW7btYPH3dr6H+3Em14tULjZBEeRHGbq+8/OS5SutnNQV+WbhNsvHMMpMjwXV7A1rLrli+yG8NXMD7vjcWHnRQzqqbx3N4ah80Ow6JHcWckHmfnw2d7PUGABAsBpLRD8uKb092V6HHdqU7tUZWT2WbTuk63putLzo8MRkx++Dyor3/Ob7mbcxkfKJeaVGtL9f5OwHqlOcnAWTUZyh6A102bZDhpbFrNTxd3h7Vux11VTW6p2Hke1QVUo3vPvbJqn3f8lbf+LhH+zZrmqlUhRPOyLLOmx+z5pMqlRLDQIrexPJGXw/8zYmUh4TrY/MMZ+sXf9+sXMJ4GbJS+Ge/MneMqpB7xZv1KETuTj3ld9w79dLHDl+UE9PcvMLsM5Ea4OFm6P3y6Jg+XSO/FlOu0xc4W4hlCPZubpWMBQ5GNBedF7GREttTKQ85sUp62SHQCbtVLhqVhAUzUQtyHTmBD6oA71jJqzB4Jdmsf+RTdZnmS9aEovKMxE/LfNPFcZvTS6J32CyWE37Jyaj45P6l+zlsXeAVGaSIj5iamMi5TErtutbbx3r1erFZRRunQTsdjDZWbOLxTvIfxZuKUxMJ670z8mwTN8vcn9vajRuLYO1Y0+v1+kZaLNjefp3Cj2/yFlLw4pckHOYSHnM9oPWN5t/4sFlFBv3utMPYYGDy412e3T/Aqkl2vJe2Z6ZsMa9O/PxWpf5Ds2YmrF6Jwd/jJq6OqvMZbkWSv2Hs2NfbJ5NsZD6Su+dJ2cwkSJPUHhVChEAIMOhJVmlvTR1HdJHjffkzDKRkyat3CU7hIiO59gzs7eWqxpc882CrUgfNV7Xda3OFJodKHaj0iPFx0TKpzjqJMcvy0subzrMxqHKcSon/8XiJvNhr/ym63of/pEJAJiwXI2ldEu3HnT9PnkCYZzXSyz/46sleGJc7II9L0xe61I07vnrJwt0XU/vHkWvPw/ccv+3y3Rf18iflGPC/sNEyqcmrdwtOwTD3pyxQXYIlv3ts5L9ovxUjcprbvtkIaavObXMpuizbs+RHNz2yUI5QcWwyuAyqjW7jFfKU0mkc4+tOitrHjrBPTWRCAHMWrdH1/W85ofF24sHEaLZuMedJeBGfTF/i+nb6v0sv/CN2WUuy2dhCSLHMZEKuJk6PnTd8uxEF/dYxODlPkN0ysSVu3Djh/Oj/o7Uo7c08xfztjociXdd9/684u/Dk6rwgj2/rfd+4/NIVK1IN/YX5z/bIhXs0F2cipSzZtdh5OQVnotwa4PamEgF3PVhH7oqW+Li8iEux/MpD43C/7lhX9zrvPf7Jrz3u9wGvaS28KQq/Fxs6irvrVgg49hyw7uGvvwbWj0yMeZ1NC4UVAITKY857nLj3dJ7fmTRs1xFRZFOiFft4IZhP7Jz1PDKd+fout5TP6+y707J30w8P/cedX4JpZ5ZExn78Pzgtk/VW8JM5DdMpCim0nt+ZBm3dIflY2Tuc3/9fOmlJoezczHsVX1FBchbODpoTKRN70bKbWdkHVG2FLwTnp+0Fs0eil1FzO4iHK9Pz7D1eJHsPhx/1uTgCXUf5ywd8RNZYXZPIz+R3MFEinxtR1jfrYUK9Gc5mq1eyeqglNF2utIb17EbM3Nd2X47MyJcFs2gF2cFalDitekZsLIFyK1efEb951fnkzUnObF87oTLK0/IPW6uMB+/TP+KIhbGMo+JFPmaXY0QveLxH1dgosEy3CfzgvU3ckJufgH/jgbNzoi/DyweOxqU+0mBzmxepap9myWsFDDKap+g0uJ9LkWr4GlHFJ/PNV9BkCIzUkFV1fG2R/63QnYInsVEigJDpZMHp3z052bc9qkayzFVMfilmbjynbJ7juw8OWr58C9YsFn+jKfXHYqwhKuochXFF688eJH5Omfn3TjpO+CB5Zl2VwOMn/A695fn4IP91jrcioKrHdTGRMpH5my0PsLrZ3wzCqZ1u4/izwivjc/ncWTWblaXJEWapcoJ+EzfS1PWGdo7ZicWeXBGvM8iflaRHmxMroYk2QGQfX5YtB3fLtyGbxdukx2K4/IcXLLn5JvTml32nBD9FKH4xh8Z5nrD5PvwU1uL8H8q3R9sl8ulgZ3a95CRdQQtaldy5NhGbTtwHC3r6IuFpwCx7Tx0ApXKJeOVaevxzqyNssMhF/nvHZnIvzgj5SNfLdgaiCQKAFbv1DeVrlqOsHK7PYnUXV8sLnPZ7Z+bW9I3fY3+Df5eEans/P8Wb5cQySlOLakZ9OIsR46rCiOv4Z+W7sC7Cicd+QUaso7ET+A1TUPvMb/irtBrOq/Ae7NymqZFHNDwGzNLxgPwZyGXTF65Cxv3HJUdRqAxkSJP0rvU5eWp6wwf+6iDVeyc/Pw8aHKvQW6+/z7VT+SWnf1xaonYBt0fYv77Ozvh4PGTJZpif/Jnpu7b3vXFYoyesNqBqOwx8IUZ6DF6WtzrFZ1oT1/rzf55AND0oQl4fNzKmNcJ6v43tkogu9z6yUIMeGGmLcdiwSRzmEgF2PzM/bJDMO2PDfqWsf1vifH+UwNfmGH4Nnq9OMV4YkfGfTFvq2v39eRP+priBmEU2o7/Yqd/T0GHJyYX/+ynWfbMfcdlh1Dsq/lbMOD5GY7ex8d/xi6pnH2SJ27kffk2FyMJdyTbvWIsL0xZ69p9+QkTqQBTpZnl+t3OVrwxyux74rYD6pwkGZGR5b9lAcu2HYx7HbuqOK7YfsieAwUNN0lJ9eB3y5XtLaWaWDNIZgZIgjCoEiSvOdi4OlZp9XU2nztlHc6x9XhBwUSKpJq4YhfOeWmW9P0rdjju0SaKX86PXr1u5jrvLi0qzanKZ/uPndR1PSfPnTy5RIonk6at3nkYe44E56Rny365g1R2Jz586vvLJgcHJGKNN414fbZj90v6MZEiqX4JNY/9+1dL5AZiA7dGGe0ehYrlLpMFLGTLinCSOU1yUQ0nnx9+HuH28X8tqnj/53Nf+c3xZXlG7T6cjQe/XWZ5n0Wkk8NXp623dEwnmSs2EfkRLro82us5ftl077xa0keNV3YwwMl90kYFof+l1zGRCjC7mwyWFq97OwDsO6pvNJ9OORyhaakVsd6nD2fnIZPLf4iUse9o4cnnEYVO9gDg8R9X4qsFWzF19W5Lx4nXuypS02avifbJ+/7sTEvH3Xv0JHYeOqFsglKaasv6i7R7fJLsEIpxX7X6mEgF2G2fLnT0+DsPutunx05B2vcSL53+yEDVNC9xe6AvCJW6jAyIc3+OOaPHq1uVEHDmdRX+vDqmWAJpRrTXyZrQ8mMrsxC9x/yK7qOnmj8AKSVSk3KneGlGUyVMpMgxz01aIzuEEoxM1z8/WX71mieilA52aq8POcvJPXROVo0yYq0DI8z8bC/JT3+O6Wv1Lbfde9QbMyy6mXwQt3q0oBFZE4RBOC9jIkW2yI7Qt2d2hr4S5WaYeVv58I9Mu8Mowe4eDNHifW6SvUmeV4tkRKPqqFqeg/26ZijSb+g3B4qTxDuJaP+EOstw3KDiTF76qPGYuHKX4ds5UUQi0meRkz6YnalrICO8SfjirQdM3ddmA+XzV+1Qf8BNzXdqImOYSAXUyh32Ll1bts3dpXAq7r/8waXKg0ey3V3aomheEtXW/SdkhxDR5n3OnQDnFQS3H4/brwc3xBoMiLeHSDbZe7fOem66q/f3w+Lt+HZh/L51V747p/h7s89ZI597e/w2i0ekKCZSHmLn2nDV19nHIxQsZVPgtYzDp3Qvg3D5OTRppbVN+F7AV4A97Pw73vjBPPy4xL32EuOX7dR93WivwKwj2cVFNYyKVLHTqnhv7cdyjM2CxXt8zX6UhL/3HTwup5DT1f+dg0907qsN4kdmEP/PfpckOwDST2+/Gj3cqJanJ9lRde2vmVPsEz5bIldk0RZzy1BkEUrOVwJOphnrd/uvqXKR3Yc4sm7F9LV7MN3FpZ9Ges+diLIMr8foaQCAzLHDbYlJNfGWHy/cbP09954vl1g+hhmzM/ZhdsY+XNs7Pe51Vf38JzKCM1IB5cSm8NL0nM6a3STv9D6Y1TuN/32+WhB/eYcXub1s06ptym7Idi7B+3TuZseOLcuS0BK2kzraKHiB14rE2DlwF80bMzY4fh92sLt335IoyzOLPtX+2BB5f3G8sckJOmcD7/9mqa72JE7j7Ixa+HCYw0SKbGE2sZmzcb/Nkdhj1+Fs3OuDJsFBNHmV/5fQqcrOVDF8c74fvDNro+wQDLGyFyt91Hj7AlHAhj2xZ3yNfvqZ/dyL9zH7xE+rdB3nm4XbMD/Tns/e3PwCSwOb6aPG4yX2SiIPYyJFFMX3LhWPMCInz5/LB2VwawGgpmm49r25js5IqDKya2cYRiq6la4QmpHl7aWOf/t0kewQPM2r75MFoRUaZlZEyLD7cDZaPvwLPp1jbUb8lWnrbYqIrFB1UbzqmEgReQi7nHvPkq0H8dv6vdh+UM1qgqo6fCJX93VLL4Ua9OJMVwss2G3qavdmVQuiLK/28v6VnFKtKPLyC2xvTxHuqZ9XYeeh+K/vot6Ax09GLhxVNHjnlb5ZReXYxy3dYer2qvS/c5OCdbLIIiZSZItIhSWcfMNY6rF9O3bJOuyND1iZ9PYLc2sU9Kel+quYmXXIQNLhlt2Hsy3dft8xa8/1e75cgj0OVHAzy8ryp1wHe5C9Pj3DsWOr4rz//I7THvnF9O31PHQ/63idF703GekHFc5vJ+E3f7xAdgie8Pt653pyknVMpMgWkU4S9tpcGTB91HgcOl54wrhJwaaUblC12awq/nCwCbRZ78/eJDsE0+Zs3FdctdFI8YEfl2xHz2emYd6mwn0Y+QVa1JmP6PdtfQ+HSrOARyX3V4omWuEDVZlJJtbssrZUju+6zgjijJQZK7brGzg+dCLXUkNqPhrmMJEiT8l0sKmpF6hanEMVV/13ruwQfOWKd+Zg5Bt/AAC26tizVJTnL8gsTL7W7CrcF9b8XxPQ7F8TDN//kJdmGb5NuGhLqGSYujpLdgiGeHnMZuLyXREvN7tPUZUBLEXCiMrKSXxQOPUYZu49ho5PTsawV39z5g4oKiZSRB6yy+JyKbJXtFkWs3sGvM7ufTVW2zRc9S4Ta7N+WRE5GfGCbxdui3j5ua84e5LpdMl4O5f2fb/Ivj2ERcmBuq0n1DFppfHXlZ531X7PzwAAbNxjfrD5uE97YTqNiRR5ittrxI0uR/IrFffgqCA/yvDi3V8sdjkSNX3y52ZDDVqpJJl7YqIlI3YxO8sjY1ZGT3N5AMg6En+g6+aP5lsNxxZrLS53BPy3Zwtw/jNf5UG2Kat2c1bRBCZSZAujbz0nTI58uL2mOtujZXRv+tDeD+uHf1hu6/HIn0rvt1mfdRTXvz9PTjA+oPpSLivi9WayROETfK8t8TRG4T+8Tit3qNc4e+ch91aimD03CzImUiTF/uPmlkB84/AoqV9MW2Pvh7WTpYPtImMfQ56D1dS8yMqyEiuOZKuzF4r0kZUk5uYbfy/T897itdkZr8XrlgIFRy+msMm80phIkS3cek92+4RpxXb1Rqfskj5qPG78wD+zBd/ZuOZfr8WhinZUUrS9UqX7PdklqFU8vczs6aqeBKCoWmQkLR82XgZdT6wyzr9VKqYCeD85y8nLxwcerrJKcjCRIk9xe9bhy/lbfLk/KCtUtGL6Wn37Vyav2l18G1Xd981S1+9zh4tLLuyWnZuP135dr3uE3o6KmTd96FzfGG50J732HMnx5F6Q0h9/x3LM/x+s5jyapuHtmRsLvw9dts/mlidue3PGBvxvibp7mEhNTKTIFhoKR8f0npR5ZeDq+0Xb0fHJybLDsN38TOMzKT2emeZAJPY44HC1rGi8vHfstV8z8Pzkdfhy/lZd15+wXH9jYRHlFX7CwZNXru23jxt7UVfuMNdUvfeYXy0XBOg+eiqufHeO/hvouLvRE1a7PitlZWDRaqhb95/A1NWFS86KXnuPj1tp8ahyHT5hfoZP0zR89EcmjinaL04v9RY2qi9JdgDkH20em4TezWrgi1t7OXYfeqsnUbCcNLHvwQ45Htg7Fs3u0Axjjs3JzTuzNth6PL14AmCf16dnOH4f78wyv4Tqs7mbLd//4i0HLR/DbftKDRhdJ7GQS3jF0lWh/lz5Bd59PwSsLU2csW4PHh+30nSvMvIuzkiRrf7cuA+ZOvYrHDzuv+VyJM9PJkvKLt9mblTcD4oKt+hdshdtlqm0ZyaswSdzrJ/oGpGT6+0TONXEqqj3759WmSrYUJqVE85tB09Yvn8/WGNDCXM7rdvtYCVGF2y2sHy5aFZO7ww/+QcTKbJdUWO4WGatN9db5qDJan9Ukh0nQirJM7nUZ++xHJsjOcUre+s+nbPFk/tFws3LjF5cgOz1/uxN+NTlRNkr7OjNRPJYKU2vYrU/cgcTKZJi7C9rTN3ut/V7Hav8FSSb9/lrY76Kn2GDXpwpOwTdvl4QfxQ1WiU+o2792JmCEyo+B7zqxzgb7p/8aZVLkTjL7qbD73uo4hsXyfvXaY8Yr0xJ5jGRIlt8v8i9/k5/sbnZbBC9NHWd7BBs9cmfmbJDKGPPEedmu+xWtF/q6wVbHY978qrdvpsRJZfZlDQ/8K2+Sp96BxGOerzQgBGlE7F9R73zfud3Xuj76CdMpDxE5TfpDS424sxlE1QqxXQZcj6VAACvT9+AHQdP4IFvl2Hkm7Nlh2NKnsc3upN+di1FtfvlL6shtQyl/3bfS+jjpxK9e0jJf1i1z0P+2LBPdgjksuMn85CWkoQt+47jrP+bLjsc5SzZehBzNvJ1YYe80ADF1v2RN/Jb2T/ghk/nbJEdQiCt2uFclbLc/AIkJ5Yd791pU/82vctBuWzU37Jz8zFmwmpLx2BB4eDijBTZwsx7iNleIG70OFHFvV8VLj2ZabI4h99d+Pps0/vtgixS/5nwE4FIy/tUf93tOeLd5she9puD700Hjp2M+FydvGq37mPssiHpUvuZb87SAFcsLe2r+Vvx0Z/WCqgw2Q4uJlIkTT7feeKauHKX7BDII3qPsa9h8v9NcjY53brfX8VOgmy2gyslci0k70XPsX0OVuYMstKDp5v3e3dZox2DRHYV45HNSpPnoGIiRbYw89JTfYQ7nPTy0Hxzc0SBpmGTjr5nkaj2gWN1udPT409VYvt6wTZbRvKjWcWmlb4xa52as+V3f7nYtmO5uWpr1HfLXLw3+2zI8m4iRWQFEymSZpKHZlve+907ZW2ddPykugVPzHhjxgb0f34G1uwyfmL//OS1DkTkjkVbDpa5bNLKksuletk4w+UGxfJakqxonO7zud7aO+eVhq6lX25e6ZvnlI8tLg0k72IiRbYoPWKnZ7YpI8udLuid/j3Z8jFyJJcTVeUc0W9lVRduPgAA2HnQ+OzLtgORizJ4wQaXXntEVmiaZjpBzgmtItDTIy1uHJaPQH43b5NaTcHN7kEn45hIkS1KV6w5IXspXJiDx62PlP2yfKcNkXhfps8a+RYzsXYnXtNSlclez+9EqWCeNvjTepNJ/5pdRwDY0y6Ds51llX4Fe3m5rh8r7s3LVCux8zMmUuSIdbuPyA7BVmY/zO1i5u+ZPmq87Y2SF0h4c9524LhnS5z/yZYFrom2Z23hZp5QxDJtjbmy9m7tG1205YAr9xNExyz0ply67aB9gUjmx0S5wI//KUUxkSJHLImwB4PMM9tD7N6vl6KgQMO9Xy/BMo9+8J357HRc8c4cR+/DqQFJnsTLd/tni2SHgAPHTsoOwXaP/m+F6dtu3KNvYGrXoWzk5ctfTix7BtcpV/13runbFs34+cEMlwum7Djo/LLwA8eCvWfNTUykyBbzM42PGnKkUT8rJ2JZR3Lw/aLt+MuHCyzHISSugTj90Yl4+Ifljhxb5v+L7KHyqe52F06c3DZ97R6craNJ+KvT1pe5bMALM3XdxyVv/YlHf1xpODYjVNvbEo+de4uXbj1o27G8zO3Kk4NfmuX4fbw8dZ2p26n8PqoqJlIe4rdTvdkZXPakx4mT+ThgYZ/XF/MKq1btPertfioncvPxmccqcLldyUq1kuzR7DzkXmLhxH4sKnw/2axjz2R4xVNN05A+aryTYRn25owM2SEYMt3kUky7eeStRklHLSypdJrd2wGCgImUh3jpfevZic429AyS+75daun2di4j8MqJulEJDp1rv/ubu2XzP5id6er9mfVKhFkKq45kRz454WRjfE6+rsMHE1SsdDl9rZp9sFQXb7njXz9ZgPRR4325rNXPlm49JDsEz2EiRY6QXS7cT8Yvs1Yx8PhJdSooqsovsxY/LtVXSVB2Phwt6bGiqJR9af54ZJ21xKUlXl5qwh5O9uslnDLv53H+JkV96eZu4sqTSBZza4NvMJHyEJ4QkBnjbSzdzsbE/mD0vJA9Sfxt6urdrsw281lk3ZHsXCzfdgj/W7xdbiA6T0hu+1R+sRcV3fn5YkePz9eae5hIEQXI1v3HLTXV3XnIeONaL/DL8i+9/w2j/12V+sIZpUIhEZX3RADA69M3oOlDE/DjEskn55LE28uo2knp+a/9jr9/tUR2GGSB0wMXdhYlodiYSHmIAucD5HF9n5vu+SUFx0/af1LKl1ZsbR+fJDsE01SomPfPr63tc3SL9FkOSTo+OVl2CLrJTur+3LAP6aPGY3bGXsmReNsOnw5KBhETKQoEt/YAeMHlDvdkctrDP6xAXn6B7SN6J/MKLM3WEUWjQjKnh+yTdIpP9n6tN0JVDldsPyw3ECJFJMkOgPST/QbqZRe+Plt2CGSTHxZvxw+Lt6Nvy5q2HfOp8asLlz3mF2Dd0+fadlwir/FrZU4rVPqbHMm2t6XCsZw8VEjVfyro1KDAnZ8vwmtXdXHk2KTf7A2caTSKM1Ieos5bOZF8v6237w1/9c7DOJqTF5gZKb6XUDRvzdwoOwTlfPhHpuwQin2z0N4+P0YraGYddqYf4c8Wq9OSPQ5a6FkZVEykPIT7OIgoFi5hJSs0DZi8apfsMGxz8Lg9PYw27jlmy3FUtMPF5thUkqrVUPPygzGgaBcmUh7CYhNynVClfwcR6ZaWkig7BE9J8NEHze8siBDX3z5daOj6/nl2yNfsXxPiVoyU4cUp62SH4ClMpBSgaRpHADzg/m+9UXmLKJ6Ne4JTGrdx9TTZIXiKV5vmRqLQ1iZlGR0gzHFw+bNKe9HcsnqnekU73pixQXYInsJESgHvz85Ei4d/wb6jzqw9JntwDTf5RVD2gpExczbu89Xy0Lu+cLbpaRCddHDQ94t5Wx07NpFTmEgp4LvQ5tF4zU4DOFhDpKRVO9QbRTRChSa1pB6nZhvW7PL268XPDhssNuGk+Zn7ZYfguvGKDtA60a/Rr5hIKYDnNETeMuzV32SHQOQZQ18ufL0EcekWUSyfzNksO4SIxkxYIzsEz2Ai5SFMuEgFV707BwsCOHLoJzyhJSKiaPZyq4luTKQUEn5uk3U4G1mHSy71Yx5FKvhjwz7885vgFt7wQxLi/f+Bfk5ujif90keN55JSIo/4ZYV/2iA4jYmUAoo+W7Sw05sez0xDj2emlbjexJV8YpMath+I3ntk0ZYDeHeWf5t6vjR1vewQYtLTmyRIp7Ob9srtAeSHxDsIdsXZo0zO23fMnr5fRG5iIiXZS1PWYcV2fRtx52zkcipSQ16Mk/WRb/yB0RNW23I/Kp6EzlibJTuEmP7cuC/udTgz4J7l2w/JDkEZKr6ei9z79RIcyc5Fdm7w+gW+MHmt7BAAAMdy8tgKhjyHiZQkK7YfwsY9R/HKtLKj2+EN2s77z2+47K0/3QyNdPhh8TZc8Q4fl1j09KN56PvleO/3TSUuO3j8ZPGHqQrnXRlZR5A+ajyO5RRWMVK9z06sJLdIgQp/WBf9vGyHtPveFmP2NmgOKth8tMjeozlo/8RktH50ouxQXPefXzNkhwAAWLj5AK54Z47sMIgMSZIdgB/tPHQCvcf8ih9u74POjasVX56Tl4+khAQkJgic95/fy9zur58sROu6lfDsJR2KL9M7W0Xu+sdXhXuEZq7bgxoVUiRHo6a1u46gTf3KAIDpa7KQnZuPc9vXK/69pmn4Yt4WAMC4pTuwdOtBvH1tV/z1k4UAgMyxw6Xs5cnLL8ChE7moUTEVADDoxVkAgLaPT0Lm2OHKJ1J65poClkfhzs8Xo0n1CmjfsErM66WPGg8A2DRmGL5btB0XdW6AxARrs3dBS1pjGfnGH7JDiGrd7uA0qY7kSHYuUpISkJqUKDWOBZsPSL1/OiU3vwDJiZxviYd/IQfMXLsHADB6fMnlTa0emYjm/5oQ9XY7D2Vj+to92Lq/7AimyksiguSpn1dhcthetevfn4fz/vN7xMQ4CPILNFzw2u/Yc6RshZ/3ft+EbxYUNli88cP5+NtniwAA2w+ewNyN+0r0TVsaagJalEQVOZLt/gh2i4d/Qdenp0Zc4rN060Hlixdc9/48PPK/5TGvE8SVfWMn6l9u2vHJybjvm6Xo8tQUy/ereuJNBADtn5iMVo9MLLNXbP+xk66ff6SPGl/iPnPzCzDkpVnYuv+4peNqmsalgwZ8v2gbNE3j+WccTKQcUDM0kp2WmoQZa7PKbP6O96Rcvu1gmct+XCJvaQqd8t7vm3BrqZP9oPpy3hbc+/USLNt2CN1HT0X6qPF4ffqpJSLfLdqG+79dVuZ2Z4z9FZe/MweLtkQfeaxULgnpo8aj07+tn8iadfB42SRuxOuzpRcv0OPTOVti/v7jP9XsXeKk2Rn7cCQ7F+mjxuOlKeuQX6Dhxg/mYev+43h2YsmeKUVNSg/ZsBTtni+XWD4GuSt91Pji2clxS4P12bv1wHHsPHQCWYezMW31bnR5agqaPjQBufkF+O9v7hURuvLdU0v8Hvx2GdbuPoK+z00HANz+2cLiQTojmj40AS0e/gUAMOD5GViy9SBy8oK3J06vB79bjqYPTcDlb3O5ZSxc2ueA8imFU+Oz1u3BrHV7cGWPRnjmovbFv8+KMHof7omfVpW57O9fLbE1RiKrRn1fdtbj/yaV3bT8/aJtEW9/5+eLox77SLb8ruqHTuSidqVU2WGYdiwnDxVS+RYf7qv5hSdfr0xbX7w/tejkzImR6sd+XGH7Mcldd38R/X3Kj656dw5y88sO9rYMJSBumbNxP9JHjUeFlEQcO1ky2ZmwfBcmLN+FbunVkZqUgPpVy0PTtIhFdKavzcKNH8zH9Pv6FV/28tR12Lj3GC58fbbT/w1fmJe5H1v3H0ej6mmyQ1GSLTNSQoihQoi1QogMIcSoCL9PFUJ8Ffr9XCFEetjvHgpdvlYIMUTvMVWWmlTyz/rFvK0lRjYXcg0wBci9X5/qOeWlJQJDXp6FZjGW4qqu7eOT8PLUdTiWk4fpa7Lw0R+ZeHnqOgx4YYbs0KSJtAS1yLu/nSp6Uvo9PJ4TJ/Px2q/rkZdfgDdmZBTPZgRx5s9P7JiR9JpISZRMpZOootcWAPR/fgb6jP0VR3Py0PbxSfhkTtnX240fzAcADH/1t+LLXla8hYWK+j43HemjxpcZWODSPxtmpIQQiQBeB3AOgG0A5gshxmmaFj6tchOAA5qmtRBCXAHgWQCXCyHaALgCQFsA9QFMFUKcFrpNvGMqK9JTakloDwhQuAmfKIiOn+QyCje9PHU9TxrCvK2zv1n4PriiE7cXL+uIe79eitX/HorTH5uIbk2qQQNwZ/8WuPHDwpO15yevK75d+8cn2Rc4SdHxycmyQyAdtuw7juMn8/Hi5LW4tlcT3PzRfKzacRgzH+hffB1+9thj3NIdmL42C0ey89CvVS3MCNUEuK53k+KBo3VPn4vl2w8iJ7cAfVrUxMg3ZuOeQaehb4uaSLBYvEdFwmomKYToDeAJTdOGhH5+CAA0TRsTdp1Joev8KYRIArALQC0Ao8KvW3S90M1iHjOSbt26aQsWLLD0/7HDV/O34MHvSi576tSoanEyVbtSatzlfUREREREfvHcJR1wWbdGssMAAAghFmqa1s3qcexY2tcAQPiuv22hyyJeR9O0PACHANSIcVs9x1RW6SQKKDkjxSSKiIiIiILkgQgFqLzO81X7hBC3CiEWCCEW7NmzR3Y4AIC/ntVMdghERERERMp465quskOwnR2J1HYA4fN0DUOXRbxOaGlfFQD7YtxWzzEBAJqmvaNpWjdN07rVqlXLwn/DRv5bAkrkuCD2NiJv6tqksNH6P885rfiytBS5jUyJgq5aWnLx93MeGigxkuBqHKrsVzE1CZ/e1LP48kWPnoPMscMxtF1dWaE5xo7auPMBtBRCNEVhsnMFgKtKXWccgOsB/AngEgC/apqmCSHGAfhcCPEiCotNtAQwD4WpSLxjKqt6Wkrc69SpnIrdh7nEj6iIioV/qqYlR+wn5RV3DWiB//yagbeu6YrbPi3sf9YjvTrmZe6XHJk89w9pFbFMfyyvXdUZZ51WC+WTE7Fhz1HUq1IeL09dh5v6NsULUwoLTJzfoT6+KtXbZlj7upiwfFekQxJRHBd0rB+xj9eDQ1uX6f1229nNMerc1iUu2/DMMBzNycO/f1qF76K04SBj1jw1FMdy8pCWkoTJq3bhgo71IYRAfoGGxAQBTdMwfvlODGtXDwkJApljh8sO2XGWZ6RCe57uBDAJwGoAX2uatlII8W8hxAWhq70HoIYQIgPAvThVZGIlgK8BrAIwEcAdmqblRzum1VjdctOZTUv8vPGZYbh/SCtsGjOs+LLwngZEXtWneQ3d153z0EBMv69f1DfWKuWTI14u05LHBssOwZJ/Dm5VZhTwzWu6SIxIvjv6t8CGZ4Yhc+xw3cuwezWrgcrlkpGcmIDWdSujSvlkPH5+W6SlJCFz7HBkjh2OMSPbo1WdSvjzoQHFl71xtf+WsQTF2JHtcWnXhvj5rjNlhyJFw2rlARQ2R5flSPapQawKYTO+p9WpCAC4oU861jw1FHf0L5tEAUBigkCV8skYM7Kwj+c/Bp2aQb6qZ2OnwvadDc8Unrt+eWsvlEtORI2KqSifkogRnRoU9+5KDFXjE0LgvA71fVmdLxpbXiGapk0AMKHUZY+FfZ8N4NIotx0NYLSeY3pFUmJCicp8CQkCd/RvAQCms/PRF7XDwz+wuSOp5fNbehWXhz77tFqYua7kPsVG1ctj6/4TAIC6Vcq5Hl9QZYw+t0xzyv6tamH62j2oUdG7TYatemBoKwCnPvSHtKtboiR6qzqVsHZ3YXuKQafXxtTVWQCA5IT4Y44JCQKT/nGW3SGTJJd1a4QregT3ZHvyP85C/+dn4NObeqJ+1fJISUrAtgMn0P/5Ga7FcOhELiqVS8KR7Dz8/uAAdH5qCoDCKsjh51L3DymbRIVLSUoovv5LUwtnkJ8e0Q6fz93iUOT+khiQmSWz2PbeIT2b1cBPEaak42nXoDJWbD9c4rL/u6QDLu3WCHM27jd1THJG58ZVsXjLQdlhSNejaXVs3ncMH97YHU0fKjn2cdvZzSMOAGwaMwzbDpxAWkoiuj49FQCQk1e2z8ekv5+FIS/PcibwGK7v3QRntizcc1mzYgr2Hj1ZfPKdX6DgGsRSkhLLnvh/cGMPCZGo4/cH+6NhtbQSl9WsUJhUdmhYBY+e1wbtG1RB60cnAgAu6NTgVCKVFJzR1aC7tlcTDO9QL1Aj6kWGt6+H8ct34t3ruiEtJQlz/zWoxO/Ta6RFuaUz/jXsdHRLr17887qnz8Xuw9mWBoMWPXoO9hzJKV52lpdfgBYP/2JHuBRQTKQcUqDjZKtK+eQyndN/vqtvic7dAJCWUvgwBe9tXW3dmlRjIgXg67/2Lv7+2Yvbo3t6dQx4YSYAoGPDqiWWtBYRQqBR9TTk5p9qfJqde+r7py9sh5FdGqBckpwN/E9c0LZ4RuePUQOx52gOqqel4Mxnf8W+YyelxGSnZjUrYOPeY7LDcFXpJAoAGtdIw/T7+qFRtfJlks/f1+/BmS1q4veMvUjSMSNF/vDUhe1khyDNrWc1w+tXR1/6W3qW2ymLHj0HE5bvLJFEAYUzS42qW0vmqldIQfUKp/axJ7DKUUxnn6ZIETeF8dPBIfcMagkAuKVv06jXWfp45P0XzWtVKPHzwNNrAwACOECmpF/u6QsAuL5PevFlCx8ZFOXa/lSzYgreva5sH7vLuzdGs1oVMe9fA/HG1V3QrkEVCCGifgAnJybgkeGn482ru2DqvWcDKJw5uKZXE6SlJEHW3E94vClJCWhQtTzKpySil4E9YUrje0mxpjUrRJzBa1G7Ij64sTvm/msgUpL4UWmHj/4S7FlRlT01oi06NKwiOwwAhcnONb2auHJfzKMiq12pcNbv9n7NJUeiPs5IOeS0OpWw9PHBqGxio+a0f/YDgOKZqZTQh7xbo0EU2+n1KpdZLxy0fScLHjkn5u9rVy6HYe3r6TrWzX1Pbfgv/XfVFCvlN+j02hi/bCdSEhNwMmw2TSVXdFeja7xXzXt4IG79eCFu6dsMQgjUqWxtb9/dA1rg1V8zbIrO21T/BDu/Y33ZIUhzbe902SFIwfOqyFrVrYR5DwdrgNgsDrM5qEr5ZEsv0kbVC6vmBHGttqpevryT7BACJdJMgdPG3x29SletioUn1X9TeJRO10iuWvmp48KX8sRTu1I5/O+OM2w7wfLAljoCsPLJIXjpso6yw5DiuUs6yA6h2Cc3cdaSvIWJlMJ+e2BAiRF61Ubng6h1vUqyQyCHta0ffXnLmS1r4qO/9MBdA1q4GJEx7RroWJ4TsLGZJImDUUZaBPidyp9gFVKTpAzcUEl9WwZrT85wnSs3SF181yAyoKDUaq5Hhp/ONdYBc/ZptZQ94bqwU3CXJsXyscRR7npVy0u7b1XcM7BliaI0RFTokfNOlx1CRKncF6ob/1KSfX5zT5RLLnwYljwWe98J1/LKd3qpGamb+zbDpjHsr+AXRY0HyV9a160s7b7rVA7W/slI/nHOaejRtHrQJkKJ4qprcQ+mU9rUk/ee6TUsNiFZnxY1sezxIdh1KBtV02Kv4+eHkFwbnhnGZNbnErkfkWxW1L7CK1KSEnAyz5lCKg2qcXZORWaKYpE9VD2nOC/AhVeM4oyUAlKSEtBYR6O7zo2rOh8MRcWTbPILPpMpkqt7Nsa6p8917Pj1qrg7+t61STVX78+rhrStKzsEUsxpdbgfXC8mUh7SJsYmeCIiVUc3iWTQ+2ro0bR6/Cv5VEpSgjLvG9f1dqd3FJGdmEgREflER50NNVWunkZkF73P8+0HTjgah9IMvhlUSnVuGeDDw9UsvBA0RtpFEBMpIiLfuL5PuuwQiDxn79Ec2SHoJnu54un1nSlC8PylHZGalOjIsYOoe7r558kN/BwxhIkUESmtS4S9gb/+82z3A/EAvUt0EhRZyhMUXlk6dnt/dfujOen9G7rLDkG3lrUrSr3/dg5tMbika0NHjhtU7RtUNX1b7gc3hokUESnty1vL9p+pW6Wco0tMiOzUvFYF2SHo0iCgPa+CfOI4ZmR72SGQA6yMlaUo2idRVfxrEZHSUko1Bpz7r4FIS0nC8ieH2Ho/L17W0dbjqaxaWrLsEAImuCfqZC+7J5MvNjgT1LERi175Xc1K3CNlBBMpD+FqnGA6rY7cpRyqqeNQA8P+rWo7clwV3XRms7jXqVKeyRZ527MX+2+2pXu6fctEK5qY1R/RqQFm3t8PjavHb9lCsTnZ9Jani+5hIuUhfGEE07D29Ww93qhzW9t6PL9ICNDynrSU2Ju6p/3zbCx69ByXovE/DoLJ0aK2/3rh2FmQwezTskkNbyxVVdmmMcMw/u4zZYdBNuAmAyLFaTbVqh7eoR4u6FgfFVL4sqfYmteqiIICFkm3S1D3HpHa+AqXR5XeXZEIDtsbwhkpkqZXM29UspJNsymTalu/Moa0rQurEy8yZrTGxtkQHaDJJNco/DlvyB39m8sOAdXSuOfAbcM72DeTr9Isvp2vSyufLWaWBZJ7rKywKJfMMvRGMJEiadj0TR+7Rw0rW9z7ImPvzIDWhfuX3r+hW8Tfrx89zM1wAiF8xPSVKzrJC8Si+4eocxJM7mlW077lZx0aqFNgwa4VClbdrnOAonalVIcjoUjMplGPn98Gg9vUsTUWv2MiRaTDeTaObhpld+LS0kLxiqt6NsZFnRvYGI0+tSuXQ+bY4RjQ2ltv8Bd2qi87BN2WPTEYAPDMRWVn/5rXYsET8pZ7BraUHYIpbpZi7928punb6tmr1SO9OuY9PMj0ffjVPwadJjuEqG48o2mg9gvbgYmUh6i8ptaM63qnu3ZfVt8Xnr9UXmnsG/qk21rdx0oz1mcuaq/ktL8dJx9OvLxU/UCKNKhduVwyMscOx1U9Gzt+/9f0cv4+VNItvZrsEGKafl8/vHNtV0O3ubpnY6z+99C415v4975mw7IkyUAvnLb1Y7+/ujkJFK81QZMaaRh35xn47YH+SE609v4Sr+iMVXpnrYLmnkHeTPIpMiZSHmLXXhlV9GpWw7X7+v3BAZZuLzN5SEpMwKtXdrJ8nKt7NAEAJPosIVfZsHbyZjJV1rWJ/YlFpCVEdw1oYfv9mHFaHbWrxzWtWQGD29Y1dJvRF7VHeR0n4q3rRk5S+rWqZej+nFSpnHdK/bdrUAUdGlZFo+ppaKl4VcJ2Ci2JJHIKEykKhPoer5plRxnfKqGRTlVnSfxoENeaR9Spkf2J1PkdvbOMkoAXL+skOwRF6X9/fu6SDpbu6U6HBxpqVuT+KGn4Me8aJlJEPtWzKasiBsmYOJUNwxn9jHV6CZAd6jrUqJnsE15WOSXJO6cfqi4GsTrjY2WmlOfpaktO8M7ry+v4lyYparGSjy4Nq5mfSfvill5Y9/S5NkZDKht4em3d1zV6XtjM5mITFVLtT8w6NOQyIjNSXUxoyqckomOjqnj+0o6o4FJyHm//kx6azlfM6bbsZVU0ayNPublvU9khBAYTKbJFeo00LHxEf3Ue7tPRp46FUfaEBOGpUV8znrygLYa3t2cfktdH8LzSRPHnu85E7Ur2zx65We3MT6wUnzHjxzvOwCVdG1oqntSoeuwBpvCnwuA2xvZ+RaJ3RopNrOniLg1lhwAAuvYvkj28feZAyri0WyPU4Hpo2715dRfLx1j2xGAsfWywDdGo5/o+6Xjd4t/o8m6NMP7uMx374Hlk+OmOHNernNqAHum4qhd58KozWrhXKGhEhBYCIzvHPlkNX/HgZp5YoOoaQHLN2Iv1L7F2kp7y9GQPJlIe4rfy5xRfbRv2fVQul1xcaILKqlw+CW3rO7cs7Oa+zRw7dji/zz7GUy45ETPu61fisjNamO+TQ9G9cbWxUulWvHJF5zKXxfsoDC9y4OanJhOpU1rWDl7vuQ4NqyDZQNl9p/Rqxv3RbpL/iBORLgNb698DQ/rdo3BzRCOMNG62u8mzbCmhk5f0mhVKXF69QoqMcDzFzPic7OdP5Tjlyj+4oXvx9+fFqObYp3kN3N4vfq8jvelReo0K8a8Ux1kt1SkLb8WUe8+WHYKrRnSqj/9e3012GADULY7iV0ykyBZ+63Gloou6NJAdgi9VTE2SHYLrOjWqKuV+L+/WyJkDc7LeNC/+6eK9ZsNn8mNVnPz8ll54YGhr2+IaY8OyrrEXWytprherup5iR8P7v5zR1JG9nwBw9mnGkms7VrKQfkykSAorqxSb1bI+6udFtbgHzXYDAjzLJ6OiYwWHklYvJgMEDIpTaTJaAZGLu+rf0O/mc6NCivXnt1tLdK0mUn7aadCnufU9fx0dHJwaaXAQ9W5FGpEHBRMpstXsUQN0Xc/KOuLzOhhrvPnLPX1N35dKZM/5+TGBTbJQ6e2pEW1tjMR9Tp2wndsuepW0+lU5Uuo3a58eauHWsV9//UIj8XcPbFnickMVGqNc9fHz2+g+BPc++ZvqSaHRp1+SAvu0goR/bbJFUSGMBlX19T3652D39qXY09uDFP+sMcVKIYiBp9exMRL/sPOkRO8gSPh9XtHdoeWDPmW1iJGT1cGKzh/P62C+xUGktgYPDm2NG8+wv89OkNMtPXvNiPyIiRRJYWVfCntQkV16WFjeUl/noAGdYrQ6ot5BkPAR2xoVWWDCiEjvpp/f3NOd+47zVm5Hb7BqEQqOdDTavFlnhuSlvcKJNvfNa1w9zdbjuYkVkckKJlI+8vAw//erSUlKwC1nBaNjd4tS5WNL/+w2Fcq6kvqu6tEk6u9627AXgewV6dS/vdFEw6R472lO9Vh2apWCd9IooG4Ve/fcsiG2c5rWNLas3uwS6jqVuQ/bDJ4Z+cgtZ7nTryaet6/tGndJjtkBoEeHn440Gzb06lW/Sjn8fNeZrt1fuNLFJWpKLjbx2Hn69xRQSc0MfhC6raaOWZwrezTWdazyKQno29Ld/k2RZgd7pLMqmVluJQRX94z9nKqjSPUxTedfxEMTUrZLTfZuA9ii0xFVJ6aMFrIwu9x2cJvo+1spOiZSZLshbev6Zl9S2wZV0K6BO6Ozpb1yZSfH78NIn50+bG5qmtOVuC6I0StHj1Z1K8W9TgMDo5xuL5XpEGEG5azT+HzVQ+bJY8Nq0ZeD/WtYa/zLplUWq/89FJP/cZYtx4rJYiJl5rFQoflqs5oV0FlSSwVbhP7uDwxpjfkPD5IbC3kOEynylIQALR+I1JPi29t623LsonKvZ7k8c6CS/q3ca3zp9Ej1rRZno6MtHXn+0o54wkB1M1mC864QHBd2aoByNs1ylE9JxGl14g8WeNFwg1VsnfDrff3QyMN7pIpo0FCrEpe3kTFMpMhT3G6eqtoJWjeblit9eGMP3DOwJcaMdKf5o4rsmCUabqGamJ2a1DB3EtOlcVUAwIhOkfuUXNK1IW4IVTfr29Ja4vn1X+0ZBIjE7yuqkhNLvhNZKZJS2j2lSovbqbxNiVClcva+76elGotL70CI3iWA0cT7vLmsW9n+WUPasHqoVaLUX95aSX/vsvr8DSomUuQpepYgUXwpSQn4xzmnoXyKd9e1W1X6w9MMvX2onF4+ValcsqnbFTXI1bNRXH81vLLHun9IK1tP/oMmodQTqFqaucc7XNG+uGhJtB1Sk+05xahXxZ4KmZ0bV8WZLWoa3kOiN5HSu6T13nPMtf+I2B/I4HuLXXtt7XxPm3C33F6PtUOzUDVCS92dLOnvlHn/Gig7hMByd3ifLFFtdiSc2RFxI5Y+PhhVyls/gQiC1kw4XVGjgvvLQD65qQd+XLID3y7cBgD48tZepo/1wmUd8eW8rbbvb2hdtxJmrdtT/PMd/VvYevzS+rm4TFOG0ufxdiwVbVC1PPYePRlxMEDlogkf3NDd9G1/uP0MU7fT8+fo0riq7s+nyiZn2JIjPFapicZO+h8ZfjomrdxluLG9E+4a0AIXdm6A5rXkVqS9vk86alRMwfkK/E3Mqh2hMEuCAAoUfi37BWekyBbdmjg/2swkSj+zJwxBYseI6s193S/F36lR1RKl6OtVMV/ZrHalcrh7YEvbi0PcP6SVrceL56LOZZc8+Zkd50bv3dAdr13VOWKfJRVW+ESMC8CZiu7r/PwWfQMap9WxN2moYnB2ckSn+njzmq7Fs9EyXaRAEgUUzsiP6NTAd3uw2R/LHUykSAqr+y3cclm3RrJDMCXIS/bcpHdpn52PR2ESdepMt0kNd0qrVzDQdoA9x9RXs2Kq47MSVk7joj2H9L7m3Ka3MMaXt/aOmqfGy1+tnhjXrJhi28l1j6bWe8KVXrJKctmx3D2I5A9JkG+N7NIA3y/aHvF3XjnRqmthtJ+C68XLOqJa2qkR9Tv6tcDNHy+w5djlkhOlLL2KNkNQWlUb9u9QbCovvbNDpFwpc+xw9wMJ0Wz8g1evkIKzT5MzkPjZzeaXAZdWzuGWDn51lqTHXg9WLDSHrwRyzIuXdZIdAlEJDavZs2k9npFdGqJ/69rFP/tlhvC+wfE3yauwVMd3ypzHO5tJ2VW9S89RIjU8X/f0ubbcv2qKWgnIWFbXr1UtW4s1+TyXd8zYke1duy+j80vX90l3IgzfYyLlIW6dBHpBBZ+cmJJ9/tavedzrqLosyKgrezSWcr93DnCuVLZZb1/bVXYIupzJhtYRRVqdELE6nUR2JQ1FrQRMx2FhZuzDG3tYum89eI4iR7QBLqMrJ/VUb6Wy1Hq3ophq2FS21IsGho3uE0USqaJVaeH7A+xYnu/2TFNRNcaKNvfV8bIhbevKDkEXM8u5IhXYubBTfTxxQVu0b1DFjrCk80LvGreWUgbtNFb9R16fNvUq676uE9vC2tTXf/9kPyZSPvHd35xrdqlHTd09ZkrSOwDSu7n1ja1Oe2T46bJDCLTezeOP+Nv9GWa2fxPpZ7Sp60WdC/siDfdwKeNYXr6iMxpWS8M3tzn/nl+6EbATZLQQILKTkeTIzQIbft9LqQomUj6w9LHB6OpC+fFYzC7FOK2O2v2OGlXX3x9L5U2kQdC0pjvV68gdV/UsXL54QUdjCVGL2pWQOXa4cs8HM+dPRbeJNGujt0qcGUXv550bV3PsPop4Y4M7z0hLi/R0ZhG++Jz+E/E8xH1MpHzAaB8JlVTSuUSp9IyUWx9rRnpXNarmfFNiik5PtbheHpjZ1MMLI43pFpt0t1J8kMUNdpx0faGzv1G4iqlJ+PyWnnj3um5lTsw+/kvsvTZuVW3s7/MmzKrzwFuQawy9HzuYSa15amiJhtV8jNzBRIqkKq+zN01lLqGiOPSM0N/Zv0Xx90ZmG61KDWCpYKOz1Jljh2PJY+cU/6ynOaYbS8/sYuY5kG7DrJrZZdF9mtdElfLJGBlaKlkk3oh3okvTErUrudeaQpWBC0XCoFKKZs/1cLJXU7nkRBaMkCB4n+6kFLNViFR8q3BrWcNvD/R354584p2wqm7h69PvG9zKtRi6NnF+iZQfVA3rvVW0pM8LxQj0uLy7/pOtlKQEvH9DtxIVCafeexa++1ufmLerrrPXl8r0Lsn0y/PCT4La0LW1gbLyTuQ5LWvbM3vvl6q2bmMiRY5qUDV2OdRLujZ0KRL/cHMmxYsu7FRyT83gKFXd3GwKLWzKsiuG+s/44YQ5vBLnDRH6l+hZVlunsncaZqcYnJEa0LpOcVPn1KREtKhdKW5Cfm47+RUMh7WvV/y9mWf9db2b2BeMxxhZSk7qqGzgcbPrsyBctHMCowPVTu679DMmUuSoH24vO4JaM6yM+4hODXRVn0pN5lNVBq8lupljh+PlKzqXufyXe/ri6p6NUdsTG9uju71/Ya8sLyRS8U4XHjy3dfH3j4calUYS61zg67/KrVbqtOTEBDwwtBW+j/A+Gu36dmtR21iD5UFt6hR/b2bOSMUxcbfmvn64/QyX7kkNVX2SOBopmuXm8ztN59YJsoZnpx7z4mUdZYdgSO0II8aNqpecpeqeHr/ioJvr4emUWCe4XnJ6vcoYfVF7XftuZKmpo09c81rGTmpVFv5QxBqlbR2jR0v9ODPeXlUr7Llwe78WUqubtgvrV9WsVuxld3+MGoBODas6HFEhN/ct2X1f5ZIij/zH2xOnyl4tu1RTeEDIqZlRNysb3hG2J5icw0TKY85sEb9XThA4MT1OZbFPUnzd0+3Z/6SnGEGTGvJLeuvdD2DXOV/PpnJbO8jw1V+NV9pzQ3JC5Ofo7w/2x+iL2qF+1fKokpaMxY+eE/F6dnIzp7B7P5bblXadOG+IVFTETx/Lj53nzCCi0XOX3s1iF4upESMZLc+VPK7gX5mIyIJvbtO37Cqeewa2LP7+tDrqzjxdWKqKm9MaWyyj7kUNTbZScHqz+Dlhy/bCNayWhqt7Bndv061nNZMdQkyf3tzT9mMmJAj83yUd8NWtp5J+H+VRSEpMKG7ubetxDb5Gn7igbczfR1r1Q+5iIuUx5VJibwb0QnNDP73ZhvNqxZvLunlrH5RfhfdUG9Ep/gd4xuhzseGZYU6GpAS2PtAv2mB36WIeZksk33vOaaZu53edGlW19XiXd2tk6/Gccmm3RugZZ8aESqqQamzfEsuZq4+JlMfEO6nwy+ZNL4rUNye8v8Tnt9g/Kkhq+O913Swfo2gvyn2DT4t4Qlx6b2FSYoKnP2QrpgbvvUrWYEvtyiUH2NqH7XvS48GhrfHLPX2V3mPoJDv2Jg0Iq1IZT7y9aKXdHTabTfZpZaCsOQUXEylSQrrB5TtufJz3amZ9b0Z44tunubP728JnNMhdg6IseTKiUfU0bHxmGO4c0BKppTajP3F+G/z2wADL9+GmtDiz53WrRF6S4oWKhCrq2zL6+8t1vdMtHftv/Zrj9BhFP2TwWuEFKwVDnrmoPQBgaJTy9redrfbSQq+6tW+ziJWH3eTWvrMgtx2wiomUz3hhs2ekXgUXdTa2vMzpz9Ab+qTj479Yn0FqprO5pMreubYrvtVRol4lH9zQXXYIphSN+J/X4VQvnsyxw3HDGU1lhWRaUcWoeJulS/vzoQFY89RQJ0LytScuaFsmuVj2xGAAZQsDeOFzQiXxPm+6NHa24fZ5Heshc+xwnMFiU65KSBDo7PBja1Wsl7KR8ySuZjKPiZTPXBsaeRzS1voIuV1KL0l6+fJOcgLR6ZUrOuHx89sYbqAZidkTllijy3aLN7I7uG1ddNNRol4l/VvXxgUd6+OFS91rF1DZxhnBBIXPdEs3fX1k+OkRr1c0Q2q0yWhqUiIbQ5oQ6Rnj5/1lFVPde47Ea2wabXY1nJPNklNCy8pv79e8xOUz7++H6ff1c+x+S/siVHji57vOjHm9rk2qYco/znIjJCLHMZHymWt7NcFvD/THm1d3lR1KsX8MKrlBWfUqMyM6NZBeXv2Tm7ifyqpXr+yMi11sKHx9qQ39ViicR5VZdnhz32a48Yz0Mtfr3awG7h/SCmNGtncpMlJF+dCyTieTh3g9l1TT0eaCFOGSEhOQOXY4HhjausTlTWpUQFMX/071qpRH5tjhJXqPRfLAkFZoKbE3GpGdmEj5UKPqaUptCtazlv38jvXiXymMOv87dbSoba5kdvuGxjae+0E5B/prOJF8q7hfqHyEvU+PDi/bc0UIgTv6t3Cs6aZd/bv8pIciPbfKJSdiwSOD8NSIdoZve37H+rqu57U9UnQKK/3F52YCTNYwkQqomff3c+2+Oug4UW9WS92+OVZEOul07L5MLodyen2/aqbeezZ+f9AbhRtUHDCItFTP7YGbtvUr29a/y01OtqcQQihVEKJmxdSIlUzjqVFR/RYeXuBEE15yX7x31ljjCUa2CKQZLMtOpzCRCqgmNdwb7WhUPTgNNb/7W8mTu6JN3kPbOrfEpcjTFxof/Q2iFrUroqYDJ2vxPvBevCz6fi2vzq4MDqtW+Mjw001VuGppcibVi765rTeed3HfHtlD5T2L0Yzs4m7jbFKPkT2SNRRc/eAVTKTIcXqXYHz3N/2V4do2UGfkNVzXJvJOiP06q+cXscofVylf8kOsQkrh6KDeZU6ydA8rQnJz32aGK1xljD4XE/9ufNO5V5d1NayWhkts3LdXp7K5AQHvpQVytazj7nurHXnbyC5stB4EfC3Lx0SKlNG1if71/XobSnZuXNVkNPYoWvKUlFj4710DWsgMhzyifEoilj4+GI+eV3bvkUrOsdg/y2xTYY/mUbYLrywa669YdGKenChwQ590vHJFZ2cDc0G/VrVcuy/B01WSLNoWCbsmS/meah4TqQBrYrAJrhf99azm8a/koIGta+OWvk3x5AVtAcDUSWMkU+9l6Vg/qZpWdglGlfLJtj1fnOLBFU++Fm+mLkEIPHFBW18st442A/+NAz3vVCz6QkRqYCIVYDKa+43sHHvddk+dVadklyfXKykxAQ8Pb1O8gdqu/jgtarN0rGqMVp4M90Qo0SYyIjxx8shbouO6O9DzzskiIUTkbUykyHFa2KTxtb2bxLxumu1V7tSasL7xjHT85YymssMoIdpoa+bY4S5H4m2l+ysZUdGjFZNqV5LTEy5eg9SgKP1nYDLlnpvPdO993EhF1r/1a+5qI3JyRlE13Yo2NnonZzCRIlfF24xu90yT0fMtpyuIpSYl4u/ntHT0PoyqX7W87BDIY169sjOGtq3ranl/is1MqXEy7/LujRw79oDWtYu/zxw7HMkGHtsHh7Z2tRF50J11mr69euPvPhOvXaV/b+Loi9rhl3v6WhqscqqHH5XEd16Pc7JzvCoqRDhZu7ZX7JmtImeG9VFooCNhcKOXQgpPeALJbMNkFV3QsT7eurartPtn8l+Wnvc3so+Tc6IVU/WXrSa5UhL1Df62rV8F53XQX4W1XHKi5b5wRhJwMo9/ZY9zutz2jPv6WT6G2R4cjUMbovu2LDvio3ezdPgbidlSwXaza58UeQsfd/tc2aOx7BCIiDy7LJvsw0TKwz6/pafj+23Sa1pv3GvkBDJ8VHXm/f3w9IXt8B8D0+FWNagqZ88HEemneDFD1/hlr9jVPdVPjO/sz9YVVNZNZzazfAw9g7z1q0SecdbbCoacw0TKw/o0r1ncp8gvwtd2CyFwTa8mtk1PxzvleO2qznj24g623BcROYdFFfyli8FGzjLc3l9uKw1SU3KS9Tejc9vFr/g6ZmT7iJff3o8JvmxMpAKsjcX1t07o2LAKejStjvF3nxn3upP/YW8vpfM61EelclybTkTecF5H/XsuVMbEmPzs13+ebfkYFSIsIVzy2DloHIB+oKpjIhVg1/RqgobV1NqgLITA13/tjbb1409Xn1aHvZTs5vSeOyKyT1EvwKLlPfWqcGmyH1QpXzig98DQVpIjoXiqlo9fGS9a82jL953GqnwqYCIVcK9d1SXq7/x2Uj24jf8rHFrVuVFV2SH4Wvd0f72mSA1V0wpPvJMSE7B+9LlRr1ezohoFdyi28imJyBw7nMu2FHFJjHLydX0yeNGraQ3ZIXgWy40EXNMa0YtJ1K3s/TeIpLA9ZNyUGV8Nnmg5KtFnexpl8UmNBUdE2lNaLjkR/3dJB/RurubJkheX9jV3aJaB1GO1DLkXcImgeUykyNfCm1TG+rDu2JBJFhF5S/lQRdTqOhpvXtrNuQayQdOzaXUOipAu397WW3YI5DAu7QugDkwaykhJCvZL4a9nWy/hSvHVqFB2xu/1GMtrKbJqOhKHIOieXg2jL2qHpy9sJzsU3xM4lTh5cQaNzOvVrLrp23ZLN39b8oZgnz16VKPq9hWIqJDqryahK58cEvV3TVyauu7bsqYr92Onizo3AAAMaVsHAGfonDLm4vZ4qtRJb7UKrBRpVNv6/l9qo4cQAlf3bOL5aqO1K9mzjNythDI8qaL4vD5Qqaf4lRV+6QcXVJae3UKI6kKIKUKI9aF/I+6kFkJcH7rOeiHE9WGXdxVCLBdCZAghXhWicJxHCPGEEGK7EGJJ6GuYlTj9Zso/zsbyJwbbcqykGD2ahrWP39sAADLHDrclFjtEKhFapGG1NKyIkWjZpajfw8uXd3L0fuzc89W6bmVkjh2OZrUqYs1TQ/Ht3/rYduygSEqMf3JVuVwyru3VxIVoiLyjj017t87roO8zS0W1Kvl3f2p1VpezzOvJqJ9ZfWRGAZimaVpLANNCP5cghKgO4HEAPQH0APB4WML1JoBbALQMfQ0Nu+lLmqZ1Cn1NsBinr5RLTnRlBLJ+Ve8XmyitYpREy84BoYbV0pA5djguDM3yOOX8js6cNJRLTrStCXKQ1IvSeT6eWizwQRR4j53XRnYIJIngWlFPs3q2NALAR6HvPwJwYYTrDAEwRdO0/ZqmHQAwBcBQIUQ9AJU1TZujFc5rfhzl9kREvtWS/dCIPImzBBRJCgciA8Vq1b46mqbtDH2/C0CdCNdpAGBr2M/bQpc1CH1f+vIidwohrgOwAMA/Q0kY2UDv7IudsxLnd6yPTuxR5Aq7lskQEVFZRRMIk/9+FpZtPyQ3GFJOanICTuYXyA6DXBI3kRJCTAUQqZPpw+E/aJqmCSHsWiD1JoCnAGihf18A8Jco8d0K4FYAaNy4sU13T0D0Dd3tGlTGiu2HDR3rP1d2tiMkx3hxZj080Z1xXz8AwB+jBugqhUxERNak16yA9JrRezFSIQ0spkD+FXfKQdO0QZqmtYvw9SOA3aElegj9mxXhENsBhDewaBi6bHvo+9KXQ9O03Zqm5WuaVgDgXRTurYoW3zuapnXTNK1brVq14v13yIBo63bPbefdDb3ReLEK0+C2p8Y3iops1K9aHuWS/VWJkag0L75eiYKqbmX/7bcGgMrlIs9FeO3dadDptWWH4GlW126NA1BUhe96AD9GuM4kAIOFENVCRSYGA5gUWhJ4WAjRK1St77qi2xclZyEXAVhhMU6imLw4YpboxWk0IhtwbwpFUtnjZeD96rre6bJDcJXXikd4LV7VWP00GgvgHCHEegCDQj9DCNFNCPFfANA0bT8Kl+fND339O3QZANwO4L8AMgBsAPBL6PLnQmXRlwHoD+AfFuMkIlLGg0Nbyw7BUypFGfklCpeQ4NwJIc81zUvw6bhHtATkrgEtXI6EZLL06aRp2j4AAyNcvgDAzWE/vw/g/SjXK9NBT9O0a63ERRQ0lcvzRNNLeFJmTLNaFbF060HZYbiiahpnVVTH168xfl2K279V5O0klcvzNRwkPh0noFj6tDBW1e3CTvWj/q5SjAa45KzwBrCpSdwX5SVsZG9Mio5mx35h13OjZ9Pq9hyIyCIvLp3X44Io50ZuvFtd3KVh/CvpxM8ja5hIBVC3JsY+YF+4rFOJnwedHlblPjjnN8qpyUauShoRY+CBzHnlis647ezmssPwjA3PDMMXt/SSHUYgXd+7iewQyCUyZ9qGtotUTJtkYCJFcSWWWnfeqm4lLH18sKRonNG8VkXZIZAPbHxmGF6+vJPsMHynftXyGHUu95XplZggHN0vRNHVq1pedghE5CImUgHEz9eyzuvAWQSyLiFB6KqAxD0WFI3GdTbKq1vZWLJUjfvePO//LukgO4QSGlZjwq4KJlI+9tsD/R1bJ58c2rPQoWEVR46vl5nR/wopZfcT8cSWiEgOs+WX/z2irc2R6PPUhcbud+Lfz4p7HTZSV1uvZhH2ljt03lCzYvznwun1Kjtz52QYEykfa1Q9DV/9tbcjx05LScIPt/fBW9d0deT4eplZJ7zk8cGY+68yxSaJiMhDSi87d+O+hrStg7QUY0WW6uhoSHtGi5qm4iJ3NKqehk1jhjly7Cqs8udpLLlGunRuXBWLtxwsdVk1OcFYlJyYUOaDze0JqQQBFHAFDxERAOCPUQNQLlnd6qPJiQn47YH+qFWJRX6CqvTMabko1XKNzrAOa18Pr0xbX+Jn8g4mUqSLF1a+PeShzei39G2Gt2dttHyct67pgkMncm2IiNzkhdeTihY/eg5Skvy9kCKo4yv1TRRpcLtqWqPqaa7eH6mtVzN7tk6UzrseO6+NLccldzCRIt8YeHpt2SHo9sDQ1vjLmU3R85lplo4ztB1Hrig4qnEfCYVRcW9ru/qn9g2PGdkerepWkhgNOcns3r54khLdHSxS8XXkJf4e2iPbJCXwqWKnxASBOpXL4Za+TdFRcsEOIlJHVVZ487R2DQqLAPRvVQtX9miMLh5dAk/BwTzKGp4dB1B6zQqGb3PjGekAgKYmbuuk5LCRmxoVCteuz7y/HwDgf3ecISMkQx4e3gZX92IDRyIq1DtSdTDyjKppKfj2tt74z1VdZIeiDJmNa2UI1v+WmEgFUAMTa9Frh4oztFZsmUJ41aaiZT9NalRA5tjh6NSoqqSoiGIb0pZd6Yn8qlt6dVRM5c4JoiDgK5106dK4Kp4a0RYXdGogOxQiz6vAkywiCggtsCVUKAj4aU66CCFwbe902WE4h3Px5KJK5fjWS5FpPOck8jSjxRsaVWM1SC/j0j4iyQa09k61QbKHyv1yiIjIPeVT+HngZRwWJZKsZkU2eAyiR4afjrb1WbGRKIj6taqFGWv3yA6DiCxiIkURNapuvCCFlzWsyql1ctfNfZvJDoHI07y8Irt8gGalewWsEmWTGmpVN44n2eW+VX7Dv14A1KlccsZDz7Kiuwa0dCocJTWsFqzEkYjIT+qGKsuSeoJWXKd9A2+tNLiGLVgsYSIVAGY2MvY7rZYDkVA0Cx4ZJDsEIiJPYV0OUlFKkrdOrVOTvRWvavjXC4BalYzvwTFzGzKvcrlk2SEQEXlK+NK+wW3rSIuDiIKLiVQAjL24A567uIOh2wij9TuJiMiyEezVp1v4x9Rj57WRFwgRBRYTqQCoUj4Zl3VvhHI+nb6d9/BAzLy/n+wwiIgs+f72PjizZU3ZYXhSksc2zJ/ThjNoRH4QrB2AATfz/v7YfTg75nUaVC2Pa3t7a+Nh7UrcZExERN7htcpuJN/w9vUwfvlO2WFQKd4awiFL6lQuhw4Nq8a8zuxRA3Db2c3dCUgh3LRMRG4Z2ZnL94i8qKLECoRt6leWdt8UHRMpIiIi8hzh6U5S5EUyK/INb1/PkeNqHEm2hIkUEREREZHCEhM4cKAiJlJEREQK4GmSMS3rVJQdgmksjOtNtSr6rzVMciKfjFYwkaJiN/RJlx0CERGRLuks2EAue/mKTrJDsF37BlVkh+BpTKSoWLW0FNkhBJbGchdERIZ4eVaH+1K8SeZ5Us3QbFiXxlVtPS77hlrD8ueEq3o2xudzt+Dc9nVlhyKNpmngwhoiIiJ7lU9OlB2CL5RPSUTm2OGyw6BSmEgRnrmoPZ65qL3sMKTyWjNHIiIiL0jm5yv5GJ/dREREREREBjGRIiIiIs9hHykiko2JFBERERERkUFMpCiwLurcQHYIRERERORRTKQosLgohIhk6NykmuwQiIjIBkykiIiIXHRNz8aYeX+/4p+b1WRjWVM4GuY5iQneftAqlSssdv3Xs5tJjoRUwfLnRApISuCYBlFQCCHQpMap5KlS+WSJ0RC55/re6bJDsKRCahJWPjmEvbGoGM/eKLASFBoZ8/ooHRERUTzCBx91FVKTlDp/0OuSrg1lh+BLTKQosK7o3kh2CBGpGhcRkUr8cFJO5Ja/D2opOwRfYiJFgZWapObU/NiLO8gOgYhcdFf/FgCA5rUrSo7EWyqlcncCEcnFdyEKLC6nIyIVDGpTB5ljh8sOw3OET6akujSuKjsECoDalcrJDsGXmEhRYJ1erxJGndsaI7uwnxQREcnx/e1nyA6BAiAliYvQnMBEigJLCIHbzm4uOwwiIiIi8iCmp0REREREPtekRhr6t6olOwxf4YwUEREREZHPzby/PwAgfdR4yZH4B2ekiIiIiIiIDGIiRUREROSiNvUqyw6BAqRpzQqyQ/AtJlJERERELiqfomYfQ/Knd6/rJjsE32IiRURERETkU6ksfe4Y/mWJiIiIiIgMYiJFREREROQzDauVlx2C77H8ORERERGRTS7oWB99mteQHQa5gIkUERERETkuKHt1Xr2ys+wQAAC1K6Vi24ETSEoUskPxLSZSREREROS4Czs3kB1CoLx9bTfMWJuFelW4xM8pTKSIiIgkWPf0uUjgQLEl79/QDeWSWErcKxL5hHdVrUqpuLRbI9lh+BoTKSIiIglSArLMyUkDWteRHQIRBRgTKSIiIiKXPXZeG6TXTJMdBhFZwESKiIiIyGV/ObOp7BAooFrUroiMrKOyw/AFrisgIiIiIgqICzrWlx2CbzCRIiIiIiIKiBGdmEjZhYkUEREREVFANKlRQXYIvsFEioiIiIgoYG7oky47BM9jsQkiIiIiogDZ+MwwCLb1soyJFBERERFRgCSwObItuLSPiIiIiIjIICZSREREREREBjGRIiIiIiIiMoiJFBERERERkUEsNkGkiDEj26NJjTTZYRARERGRDkykiBRxZY/GskMgIiIiIp24tI+IiIiIiMggJlJERERE5Lgm1bl8nfyFS/uIiIiIyDHf394Hf27Yh6REjt+TvzCRIiIiIiLHdGlcDV0aV5MdBpHtODRARERERERkEBMpIiIiIiIig5hIERERERERGcREioiIiIiIyCAmUkRERERERAYxkSIiIiIiIjKIiRQREREREZFBTKSIiIiIiIgMYiJFRERERERkEBMpIiIiIiIigywlUkKI6kKIKUKI9aF/q0W53vWh66wXQlwfdvloIcRWIcTRUtdPFUJ8JYTIEELMFUKkW4mTiIiIiIjITlZnpEYBmKZpWksA00I/lyCEqA7gcQA9AfQA8HhYwvVT6LLSbgJwQNO0FgBeAvCsxTiJiIiIiIhsYzWRGgHgo9D3HwG4MMJ1hgCYomnafk3TDgCYAmAoAGiaNkfTtJ1xjvstgIFCCGExViIiIiIiIltYTaTqhCVCuwDUiXCdBgC2hv28LXRZLMW30TQtD8AhADWshUpERERERGSPpHhXEEJMBVA3wq8eDv9B0zRNCKHZFZheQohbAdwKAI0bN3b77omIiIiIKIDiJlKapg2K9jshxG4hRD1N03YKIeoByIpwte0A+oX93BDAjDh3ux1AIwDbhBBJAKoA2BclvncAvAMA3bp1cz2RIyIiIiKi4LG6tG8cgKIqfNcD+DHCdSYBGCyEqBYqMjE4dJne414C4FdN05gkERERERGREqwmUmMBnCOEWA9gUOhnCCG6CSH+CwCapu0H8BSA+aGvf4cugxDiOSHENgBpQohtQognQsd9D0ANIUQGgHsRoRogERERERGRLHGX9sWiado+AAMjXL4AwM1hP78P4P0I13sAwAMRLs8GcKmV2IiIiIiIiJxidUaKiIiIiIgocJhIERERERFJ0qNpddkhkElMpIiIiIiIJGlVp5LsEMgkJlJERERERJI8el4b1KyYiqn3ni07FDLIUrEJIiIiIiIyLyUpAQseidq2lRTGGSkiIiIiIiKDmEgREREREREZxESKiIiIiIjIICZSREREREREBjGRIiIiIiIiMoiJFBERERERkUFMpIiIiIiIiAxiIkVERERERGQQEykiIiIiIiKDmEgREREREREZxESKiIiIiIjIICZSREREREREBjGRIiIiIiIiMoiJFBERERERkUFMpIiIiIiIiAxiIkVERERERGQQEykiIiIiIiKDmEgREREREREZJDRNkx2DbYQQewBslh1HSE0Ae2UHQXHxcVIfHyNv4OOkPj5G3sDHSX18jLwh1uPURNO0WlbvwFeJlEqEEAs0TesmOw6KjY+T+vgYeQMfJ/XxMfIGPk7q42PkDW48TlzaR0REREREZBATKSIiIiIiIoOYSDnnHdkBkC58nNTHx8gb+Dipj4+RN/BxUh8fI29w/HHiHikiIiIiIiKDOCNFRERERERkEBMpBwghhgoh1gohMoQQo2THEwRCiEwhxHIhxBIhxILQZdWFEFOEEOtD/1YLXS6EEK+GHp9lQoguYce5PnT99UKI68Mu7xo6fkbotsL9/6X3CCHeF0JkCSFWhF3m+OMS7T6orCiP0RNCiO2h19MSIcSwsN89FPp7rxVCDAm7POL7nhCiqRBibujyr4QQKaHLU0M/Z4R+n+7Sf9lzhBCNhBDThRCrhBArhRD3hC7na0khMR4nvp4UIYQoJ4SYJ4RYGnqMngxdbvjvatdjR2XFeJw+FEJsCnstdQpdLu89T9M0ftn4BSARwAYAzQCkAFgKoI3suPz+BSATQM1Slz0HYFTo+1EAng19PwzALwAEgF4A5oYurw5gY+jfaqHvq4V+Ny90XRG67bmy/89e+AJwFoAuAFa4+bhEuw9+6X6MngBwX4Trtgm9p6UCaBp6r0uM9b4H4GsAV4S+fwvA30Lf3w7grdD3VwD4SvbfQtUvAPUAdAl9XwnAutBjwdeSQl8xHie+nhT5Cj2/K4a+TwYwN/S8N/R3tfOx45ehx+lDAJdEuL609zzOSNmvB4AMTdM2app2EsCXAEZIjimoRgD4KPT9RwAuDLv8Y63QHABVhRD1AAwBMEXTtP2aph0AMAXA0NDvKmuaNkcrfGV9HHYsikHTtFkA9pe62I3HJdp9UClRHqNoRgD4UtO0HE3TNgHIQOF7XsT3vdAI3wAA34ZuX/rxLnqMvgUwsGhEkErSNG2npmmLQt8fAbAaQAPwtaSUGI9TNHw9uSz0mjga+jE59KXB+N/VzseOSonxOEUj7T2PiZT9GgDYGvbzNsR+IyV7aAAmCyEWCiFuDV1WR9O0naHvdwGoE/o+2mMU6/JtES4nc9x4XKLdB+l3Z2iJxPthSxuMPkY1ABzUNC2v1OUljhX6/aHQ9SmG0NKizigcoeVrSVGlHieArydlCCEShRBLAGSh8MR6A4z/Xe187CiC0o+TpmlFr6XRodfSS0KI1NBl0t7zmEiRX5ypaVoXAOcCuEMIcVb4L0MjDixRqRg3Hhc+9qa8CaA5gE4AdgJ4QWo0BAAQQlQE8B2Av2uadjj8d3wtqSPC48TXk0I0TcvXNK0TgIYonEFqLTciiqT04ySEaAfgIRQ+Xt1RuFzvQYdjiPuex0TKftsBNAr7uWHoMnKQpmnbQ/9mAfgBhW+Ou0PTtwj9mxW6erTHKNblDSNcTua48bhEuw/SQdO03aEPsQIA76Lw9QQYf4z2oXCJRVKpy0scK/T7KqHrUwRCiGQUnpx/pmna96GL+VpSTKTHia8nNWmadhDAdAC9YfzvaudjRzGEPU5DQ8tnNU3TcgB8APOvJdve85hI2W8+gJah6iwpKNycOE5yTL4mhKgghKhU9D2AwQBWoPDvXlSh5XoAP4a+HwfgulCVl14ADoWmcScBGCyEqBZaejEYwKTQ7w4LIXqF1jlfF3YsMs6NxyXafZAORR8iIReh8PUEFP5drxCFlayaAmiJwg27Ed/3QqN50wFcErp96ce76DG6BMCvoetTKaHn93sAVmua9mLYr/haUki0x4mvJ3UIIWoJIaqGvi8P4BwU7mUz+ne187GjUqI8TmvCEhyBwr1L4a8lOe95mgLVOfz2hcLqIetQuO72Ydnx+P0LhdVxloa+Vhb9zVG4JnkagPUApgKoHrpcAHg99PgsB9At7Fh/QeGm0QwAN4Zd3i30gt0A4DWEmlnzK+5j8wUKl7LkonAN8k1uPC7R7oNfuh+jT0KPwbLQh0q9sOs/HPp7r0VY9cpo73uh1+e80GP3DYDU0OXlQj9nhH7fTPbfQtUvAGeicHnJMgBLQl/D+FpS6yvG48TXkyJfADoAWBx6LFYAeMzs39Wux45fhh6nX0OvpRUAPsWpyn7S3vOKbkREREREREQ6cWkfERERERGRQUykiIiIiIiIDGIiRUREREREZBATKSIiIiIiIoOYSBERERERERnERIqIiIiIiMggJlJEREREREQGMZEiIiIiIiIy6P8BKxdSEvNDakQAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(w_stftlms.shape)\n",
    "pt(w_stftlms)\n",
    "print(rir[50:100].shape)\n",
    "\n",
    "err_flms = np.sum(np.abs(np.abs(rir[50:100, 0] - w_flms[50:100,0])**2))\n",
    "err_subbandlms = np.sum(np.abs(np.abs(rir[1+50:1+100, 0] - w_stftlms[50:100]))**2)\n",
    "print(err_flms)\n",
    "print(err_subbandlms)\n",
    "\n",
    "plt.figure(figsize=(14,8))\n",
    "plt.plot(rir[1+50:1+100, 0])\n",
    "plt.plot(w_stftlms[50:100])\n",
    "plt.ylim([-0.3,0.3])\n",
    "plt.show()\n",
    "\n",
    "plt.figure(figsize=(14,8))\n",
    "plt.plot(rir[50:100, 0])\n",
    "plt.plot(w_flms[50:100,0])\n",
    "plt.ylim([-0.3,0.3])\n",
    "plt.show()\n",
    "\n",
    "data = conv(src, rir[50:100, 0])\n",
    "\n",
    "data1 = conv(src, w_flms[50:100,0])\n",
    "data1 = data1[:len(data)]\n",
    "pt(data1-data)\n",
    "\n",
    "data1 = conv(src, w_stftlms[50:100])\n",
    "data = conv(src, rir[1+50:1+100, 0])\n",
    "data = data[:len(data1)]\n",
    "pt(data1-data)\n",
    "\n",
    "# audiowrite('data.wav', output)\n"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "532cddd74b9fabc13f740f51c7600370dbbc74aaf96e64501f4b1ae280f38de4"
  },
  "kernelspec": {
   "display_name": "Python 3.8.8 ('.venv': venv)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
